mirror of
https://github.com/willmiao/ComfyUI-Lora-Manager.git
synced 2026-08-06 14:10:13 -03:00
feat(nodes): make Lora Stack Combiner inputs dynamic
This commit is contained in:
@@ -1,27 +1,102 @@
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from __future__ import annotations
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import inspect
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import re
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from typing import Any
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_STACK_INPUT_PATTERN = re.compile(r"^lora_stack(?:_([ab])|(\d+))$")
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def _is_stack_input(name: str) -> bool:
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return bool(_STACK_INPUT_PATTERN.match(name))
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def _stack_slot_number(name: str) -> int:
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"""Numeric slot used to order stack inputs; legacy a/b map to 1/2."""
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match = _STACK_INPUT_PATTERN.match(name)
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if not match:
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return -1
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letter, digits = match.group(1), match.group(2)
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if digits is not None:
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return int(digits)
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return 1 if letter == "a" else 2
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class _LoraStackOptionalInputs:
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"""Lookup that preserves explicit optional inputs and dynamic lora_stack slots."""
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def __init__(self, explicit_inputs: dict[str, tuple[str, dict[str, Any]]]) -> None:
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self._explicit_inputs = explicit_inputs
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def __contains__(self, item: object) -> bool:
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if not isinstance(item, str):
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return False
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return item in self._explicit_inputs or _is_stack_input(item)
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def __getitem__(self, key: str) -> tuple[str, dict[str, Any]]:
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if key in self._explicit_inputs:
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return self._explicit_inputs[key]
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if _is_stack_input(key):
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return (
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"LORA_STACK",
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{
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"tooltip": "A LoRA stack to combine. Connect to add more inputs.",
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},
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)
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raise KeyError(key)
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class LoraStackCombinerLM:
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class LoraStackCombinerLM:
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NAME = "Lora Stack Combiner (LoraManager)"
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NAME = "Lora Stack Combiner (LoraManager)"
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CATEGORY = "Lora Manager/stackers"
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CATEGORY = "Lora Manager/stackers"
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DESCRIPTION = (
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"Combines multiple LoRA stacks into a single stack. "
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"Supports dynamic inputs: connect a stack to add more inputs."
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)
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@classmethod
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@classmethod
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def INPUT_TYPES(cls):
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def INPUT_TYPES(cls):
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optional_inputs: dict[str, tuple[str, dict[str, Any]]] = {
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"lora_stack1": (
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"LORA_STACK",
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{
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"tooltip": "A LoRA stack to combine. Connect to add more inputs.",
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},
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),
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"lora_stack2": (
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"LORA_STACK",
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{
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"tooltip": "A LoRA stack to combine. Connect to add more inputs.",
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},
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),
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}
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stack = inspect.stack()
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if len(stack) > 2 and stack[2].function == "get_input_info":
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optional_inputs = _LoraStackOptionalInputs(optional_inputs) # type: ignore[assignment]
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return {
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return {
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"required": {},
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"required": {},
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"optional": {
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"optional": optional_inputs,
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"lora_stack_a": ("LORA_STACK",),
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"lora_stack_b": ("LORA_STACK",),
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},
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}
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}
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RETURN_TYPES = ("LORA_STACK",)
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RETURN_TYPES = ("LORA_STACK",)
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RETURN_NAMES = ("LORA_STACK",)
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RETURN_NAMES = ("LORA_STACK",)
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FUNCTION = "combine_stacks"
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FUNCTION = "combine_stacks"
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def combine_stacks(self, lora_stack_a=None, lora_stack_b=None):
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def combine_stacks(self, lora_stack1=None, lora_stack2=None, **kwargs):
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combined_stack = []
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stacks = {
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"lora_stack1": lora_stack1,
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"lora_stack2": lora_stack2,
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}
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for key, value in kwargs.items():
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if _is_stack_input(key) and value is not None:
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stacks[key] = value
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if lora_stack_a:
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combined_stack = []
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combined_stack.extend(lora_stack_a)
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for key in sorted(stacks, key=_stack_slot_number):
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if lora_stack_b:
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stack = stacks[key]
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combined_stack.extend(lora_stack_b)
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if stack:
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combined_stack.extend(stack)
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return (combined_stack,)
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return (combined_stack,)
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195
tests/frontend/core/loraStackDynamicInputs.test.js
Normal file
195
tests/frontend/core/loraStackDynamicInputs.test.js
Normal file
@@ -0,0 +1,195 @@
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import { beforeEach, describe, expect, it, vi } from "vitest";
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const { APP_MODULE, EXTENSION_MODULE, appMock, registeredExtensions } =
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vi.hoisted(() => {
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const registeredExtensions = [];
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const appMock = {
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configuringGraph: false,
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registerExtension: (ext) => registeredExtensions.push(ext),
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};
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return {
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APP_MODULE: new URL("../../../scripts/app.js", import.meta.url).pathname,
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EXTENSION_MODULE: new URL(
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"../../../web/comfyui/lora_stack_dynamic_inputs.js",
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import.meta.url
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).pathname,
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appMock,
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registeredExtensions,
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};
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});
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vi.mock(APP_MODULE, () => ({
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app: appMock,
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}));
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describe("Lora Stack Combiner dynamic inputs", () => {
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let extension;
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beforeEach(async () => {
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vi.resetModules();
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registeredExtensions.length = 0;
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appMock.configuringGraph = false;
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await import(EXTENSION_MODULE);
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extension = registeredExtensions.find(
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(ext) => ext.name === "Comfy.LoraManager.LoraStackCombiner"
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);
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expect(extension).toBeDefined();
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});
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function createNodeType() {
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const nodeType = { prototype: {} };
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extension.beforeRegisterNodeDef(
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nodeType,
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{ name: "Lora Stack Combiner (LoraManager)" },
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appMock
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);
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return nodeType;
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}
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function createNode(inputs = []) {
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const node = {
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comfyClass: "Lora Stack Combiner (LoraManager)",
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inputs: inputs.map((name) => ({ name, type: "LORA_STACK" })),
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addInput: vi.fn(function (name, type, opts) {
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this.inputs.push({ name, type, ...opts });
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}),
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removeInput: vi.fn(function (index) {
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this.inputs.splice(index, 1);
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}),
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};
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return node;
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}
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function makeLinkInfo() {
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return { id: 999, origin_id: 1, target_id: 2 };
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}
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it("adds a third input when the last slot gets connected", () => {
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const nodeType = createNodeType();
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const node = createNode(["lora_stack1", "lora_stack2"]);
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node.onConnectionsChange = nodeType.prototype.onConnectionsChange;
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node.onConnectionsChange(1, 1, true, makeLinkInfo());
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expect(node.inputs.map((input) => input.name)).toEqual([
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"lora_stack1",
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"lora_stack2",
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"lora_stack3",
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]);
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});
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it("does not add an input when a non-last slot gets connected", () => {
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const nodeType = createNodeType();
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const node = createNode(["lora_stack1", "lora_stack2", "lora_stack3"]);
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node.onConnectionsChange = nodeType.prototype.onConnectionsChange;
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node.onConnectionsChange(1, 0, true, makeLinkInfo());
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expect(node.inputs.map((input) => input.name)).toEqual([
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"lora_stack1",
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"lora_stack2",
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"lora_stack3",
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]);
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});
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it("removes a disconnected middle slot and renumbers", () => {
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// Simulates a real LiteGraph disconnect event: it fires only for slots that
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// had a link, and input.link has already been cleared before the event fires.
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const nodeType = createNodeType();
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const node = createNode(["lora_stack1", "lora_stack2", "lora_stack3"]);
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node.inputs[0].link = 11;
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node.inputs[1].link = null; // slot 2 was just disconnected
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node.inputs[2].link = 13;
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node.onConnectionsChange = nodeType.prototype.onConnectionsChange;
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node.onConnectionsChange(1, 1, false, makeLinkInfo());
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expect(node.inputs.map((input) => input.name)).toEqual([
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"lora_stack1",
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"lora_stack2",
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]);
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});
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it("keeps the last slot when it is disconnected", () => {
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const nodeType = createNodeType();
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const node = createNode(["lora_stack1", "lora_stack2", "lora_stack3"]);
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node.inputs[0].link = 11;
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node.inputs[1].link = 12;
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node.inputs[2].link = null; // last slot was just disconnected
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node.onConnectionsChange = nodeType.prototype.onConnectionsChange;
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node.onConnectionsChange(1, 2, false, makeLinkInfo());
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expect(node.inputs.map((input) => input.name)).toEqual([
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"lora_stack1",
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"lora_stack2",
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"lora_stack3",
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]);
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expect(node.removeInput).not.toHaveBeenCalled();
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});
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it("keeps at least two inputs when disconnecting", () => {
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const nodeType = createNodeType();
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const node = createNode(["lora_stack1", "lora_stack2"]);
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node.inputs[0].link = 11;
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node.inputs[1].link = null; // slot 2 was just disconnected
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node.onConnectionsChange = nodeType.prototype.onConnectionsChange;
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node.onConnectionsChange(1, 1, false, makeLinkInfo());
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expect(node.inputs.map((input) => input.name)).toEqual([
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"lora_stack1",
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"lora_stack2",
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]);
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expect(node.removeInput).not.toHaveBeenCalled();
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});
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it("does nothing while the graph is being configured", () => {
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appMock.configuringGraph = true;
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const nodeType = createNodeType();
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const node = createNode(["lora_stack1", "lora_stack2"]);
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node.onConnectionsChange = nodeType.prototype.onConnectionsChange;
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node.onConnectionsChange(1, 1, true, makeLinkInfo());
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expect(node.inputs.map((input) => input.name)).toEqual([
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"lora_stack1",
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"lora_stack2",
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]);
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expect(node.addInput).not.toHaveBeenCalled();
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});
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it("leaves legacy lora_stack_a/b inputs untouched", () => {
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const nodeType = createNodeType();
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const node = createNode(["lora_stack_a", "lora_stack_b"]);
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node.onConnectionsChange = nodeType.prototype.onConnectionsChange;
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node.onConnectionsChange(1, 0, true, makeLinkInfo());
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expect(node.inputs.map((input) => input.name)).toEqual([
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"lora_stack_a",
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"lora_stack_b",
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]);
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expect(node.addInput).not.toHaveBeenCalled();
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});
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it("ensures two numbered inputs exist on creation", () => {
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const node = createNode([]);
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extension.nodeCreated(node, {});
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expect(node.inputs.map((input) => input.name)).toEqual([
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"lora_stack1",
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"lora_stack2",
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]);
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});
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it("does not add numbered inputs to legacy workflows", () => {
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const node = createNode(["lora_stack_a", "lora_stack_b"]);
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extension.nodeCreated(node, {});
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expect(node.inputs.map((input) => input.name)).toEqual([
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"lora_stack_a",
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"lora_stack_b",
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]);
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});
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});
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@@ -1,4 +1,11 @@
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from py.nodes.lora_stack_combiner import LoraStackCombinerLM
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import types
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import pytest
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from py.nodes.lora_stack_combiner import (
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LoraStackCombinerLM,
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_LoraStackOptionalInputs,
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)
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def test_combine_stacks_preserves_order():
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def test_combine_stacks_preserves_order():
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@@ -63,8 +70,95 @@ def test_combine_stacks_returns_other_when_one_unconnected():
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node = LoraStackCombinerLM()
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node = LoraStackCombinerLM()
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stack_a = [("folder/a.safetensors", 0.7, 0.6)]
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stack_a = [("folder/a.safetensors", 0.7, 0.6)]
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(combined_stack_a,) = node.combine_stacks(lora_stack_a=stack_a)
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(combined_stack_a,) = node.combine_stacks(lora_stack1=stack_a)
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(combined_stack_b,) = node.combine_stacks(lora_stack_b=stack_a)
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(combined_stack_b,) = node.combine_stacks(lora_stack2=stack_a)
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|
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assert combined_stack_a == stack_a
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assert combined_stack_a == stack_a
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assert combined_stack_b == stack_a
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assert combined_stack_b == stack_a
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|
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|
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def test_combine_stacks_with_dynamic_third_slot():
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node = LoraStackCombinerLM()
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stack_a = [("folder/a.safetensors", 0.7, 0.6)]
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stack_b = [("folder/b.safetensors", 0.8, 0.8)]
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stack_c = [("folder/c.safetensors", 1.0, 0.9)]
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(combined_stack,) = node.combine_stacks(
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lora_stack1=stack_a, lora_stack2=stack_b, lora_stack3=stack_c
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)
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assert combined_stack == stack_a + stack_b + stack_c
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def test_combine_stacks_orders_by_slot_number_not_call_order():
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node = LoraStackCombinerLM()
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stack_a = [("folder/a.safetensors", 0.7, 0.6)]
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stack_b = [("folder/b.safetensors", 0.8, 0.8)]
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stack_c = [("folder/c.safetensors", 1.0, 0.9)]
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|
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(combined_stack,) = node.combine_stacks(
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lora_stack3=stack_c, lora_stack2=stack_b, lora_stack1=stack_a
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)
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assert combined_stack == stack_a + stack_b + stack_c
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def test_combine_stacks_accepts_only_dynamic_slot():
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node = LoraStackCombinerLM()
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stack_c = [("folder/c.safetensors", 1.0, 0.9)]
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|
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(combined_stack,) = node.combine_stacks(lora_stack3=stack_c)
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|
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assert combined_stack == stack_c
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|
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|
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def test_combine_stacks_handles_legacy_input_names():
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|
node = LoraStackCombinerLM()
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||||||
|
stack_a = [("folder/a.safetensors", 0.7, 0.6)]
|
||||||
|
stack_b = [("folder/b.safetensors", 0.8, 0.8)]
|
||||||
|
|
||||||
|
(combined_stack,) = node.combine_stacks(lora_stack_a=stack_a, lora_stack_b=stack_b)
|
||||||
|
|
||||||
|
assert combined_stack == stack_a + stack_b
|
||||||
|
|
||||||
|
|
||||||
|
def test_input_types_exposes_two_default_slots():
|
||||||
|
input_types = LoraStackCombinerLM.INPUT_TYPES()
|
||||||
|
|
||||||
|
assert set(input_types["optional"]) == {"lora_stack1", "lora_stack2"}
|
||||||
|
assert input_types["optional"]["lora_stack1"][0] == "LORA_STACK"
|
||||||
|
assert input_types["optional"]["lora_stack2"][0] == "LORA_STACK"
|
||||||
|
|
||||||
|
|
||||||
|
def test_input_types_recognizes_dynamic_slots_from_get_input_info(monkeypatch):
|
||||||
|
frames = [None, None, types.SimpleNamespace(function="get_input_info")]
|
||||||
|
monkeypatch.setattr(
|
||||||
|
"py.nodes.lora_stack_combiner.inspect.stack", lambda: frames
|
||||||
|
)
|
||||||
|
|
||||||
|
input_types = LoraStackCombinerLM.INPUT_TYPES()
|
||||||
|
optional = input_types["optional"]
|
||||||
|
|
||||||
|
assert "lora_stack3" in optional
|
||||||
|
assert optional["lora_stack3"][0] == "LORA_STACK"
|
||||||
|
assert "lora_stack25" in optional
|
||||||
|
assert optional["lora_stack25"][0] == "LORA_STACK"
|
||||||
|
|
||||||
|
|
||||||
|
def test_lora_stack_optional_inputs_proxy():
|
||||||
|
proxy = _LoraStackOptionalInputs({"lora_stack1": ("LORA_STACK", {})})
|
||||||
|
|
||||||
|
assert "lora_stack1" in proxy
|
||||||
|
assert "lora_stack2" in proxy
|
||||||
|
assert "lora_stack10" in proxy
|
||||||
|
assert "lora_stack_a" in proxy
|
||||||
|
assert "lora_stack" not in proxy
|
||||||
|
assert "lora_stacka" not in proxy
|
||||||
|
assert "lora_stack_1" not in proxy
|
||||||
|
assert "text" not in proxy
|
||||||
|
|
||||||
|
assert proxy["lora_stack1"][0] == "LORA_STACK"
|
||||||
|
assert proxy["lora_stack5"][0] == "LORA_STACK"
|
||||||
|
|
||||||
|
with pytest.raises(KeyError):
|
||||||
|
proxy["not_a_stack"]
|
||||||
|
|||||||
127
web/comfyui/lora_stack_dynamic_inputs.js
Normal file
127
web/comfyui/lora_stack_dynamic_inputs.js
Normal file
@@ -0,0 +1,127 @@
|
|||||||
|
import { app } from "../../scripts/app.js";
|
||||||
|
|
||||||
|
/**
|
||||||
|
* Extension for LoraStackCombinerLM node to support dynamic lora_stack inputs.
|
||||||
|
* Defaults to two inputs; connecting the last slot adds a new empty one, and
|
||||||
|
* disconnecting a non-last slot removes it (at least two are always kept).
|
||||||
|
* Based on the dynamic input pattern from Impact Pack's Switch (Any) node.
|
||||||
|
*/
|
||||||
|
const STACK_INPUT_PATTERN = /^lora_stack\d+$/;
|
||||||
|
|
||||||
|
app.registerExtension({
|
||||||
|
name: "Comfy.LoraManager.LoraStackCombiner",
|
||||||
|
|
||||||
|
async beforeRegisterNodeDef(nodeType, nodeData, app) {
|
||||||
|
if (nodeData.name !== "Lora Stack Combiner (LoraManager)") {
|
||||||
|
return;
|
||||||
|
}
|
||||||
|
|
||||||
|
const onConnectionsChange = nodeType.prototype.onConnectionsChange;
|
||||||
|
|
||||||
|
nodeType.prototype.onConnectionsChange = function(type, index, connected, link_info) {
|
||||||
|
// Skip while the graph is being (re)configured (load, paste, subgraph ops)
|
||||||
|
if (app.configuringGraph) {
|
||||||
|
return onConnectionsChange?.apply?.(this, arguments);
|
||||||
|
}
|
||||||
|
|
||||||
|
const stackTrace = new Error().stack;
|
||||||
|
|
||||||
|
// Skip during graph loading/pasting to avoid interference
|
||||||
|
if (stackTrace.includes('loadGraphData') || stackTrace.includes('pasteFromClipboard')) {
|
||||||
|
return onConnectionsChange?.apply?.(this, arguments);
|
||||||
|
}
|
||||||
|
|
||||||
|
// Skip subgraph operations
|
||||||
|
if (stackTrace.includes('convertToSubgraph') || stackTrace.includes('Subgraph.configure')) {
|
||||||
|
return onConnectionsChange?.apply?.(this, arguments);
|
||||||
|
}
|
||||||
|
|
||||||
|
if (!link_info) {
|
||||||
|
return onConnectionsChange?.apply?.(this, arguments);
|
||||||
|
}
|
||||||
|
|
||||||
|
// Handle input connections (type === 1)
|
||||||
|
if (type === 1) {
|
||||||
|
const input = this.inputs[index];
|
||||||
|
|
||||||
|
// Only process numbered lora_stack inputs (legacy a/b slots are left untouched)
|
||||||
|
if (!input || !STACK_INPUT_PATTERN.test(input.name)) {
|
||||||
|
return onConnectionsChange?.apply?.(this, arguments);
|
||||||
|
}
|
||||||
|
|
||||||
|
// Count existing numbered lora_stack inputs
|
||||||
|
let stackInputCount = 0;
|
||||||
|
for (const inp of this.inputs) {
|
||||||
|
if (STACK_INPUT_PATTERN.test(inp.name)) {
|
||||||
|
stackInputCount++;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
// Renumber all numbered lora_stack inputs sequentially
|
||||||
|
let slotIndex = 1;
|
||||||
|
for (const inp of this.inputs) {
|
||||||
|
if (STACK_INPUT_PATTERN.test(inp.name)) {
|
||||||
|
inp.name = `lora_stack${slotIndex}`;
|
||||||
|
slotIndex++;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
// Add new input slot if connected and this was the last one
|
||||||
|
if (connected) {
|
||||||
|
const lastStackIndex = stackInputCount;
|
||||||
|
if (index === lastStackIndex || index === this.inputs.findIndex(i => i.name === `lora_stack${lastStackIndex}`)) {
|
||||||
|
this.addInput(`lora_stack${slotIndex}`, "LORA_STACK", {
|
||||||
|
tooltip: "A LoRA stack to combine. Connect to add more inputs."
|
||||||
|
});
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
// Remove disconnected input slots (but keep at least two).
|
||||||
|
// LiteGraph fires this event only for slots that had a link, and
|
||||||
|
// it has already cleared input.link by the time the event fires,
|
||||||
|
// so the disconnected slot is always empty at this point.
|
||||||
|
if (!connected && stackInputCount > 2) {
|
||||||
|
const disconnectedInput = this.inputs[index];
|
||||||
|
if (disconnectedInput && STACK_INPUT_PATTERN.test(disconnectedInput.name)) {
|
||||||
|
// Keep the last slot so there is always an empty slot to reconnect into
|
||||||
|
const isLastStackSlot = index === this.inputs.findLastIndex(i => STACK_INPUT_PATTERN.test(i.name));
|
||||||
|
if (!isLastStackSlot) {
|
||||||
|
this.removeInput(index);
|
||||||
|
|
||||||
|
// Renumber again after removal
|
||||||
|
let newSlotIndex = 1;
|
||||||
|
for (const inp of this.inputs) {
|
||||||
|
if (STACK_INPUT_PATTERN.test(inp.name)) {
|
||||||
|
inp.name = `lora_stack${newSlotIndex}`;
|
||||||
|
newSlotIndex++;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
return onConnectionsChange?.apply?.(this, arguments);
|
||||||
|
};
|
||||||
|
},
|
||||||
|
|
||||||
|
nodeCreated(node, app) {
|
||||||
|
if (node.comfyClass !== "Lora Stack Combiner (LoraManager)") {
|
||||||
|
return;
|
||||||
|
}
|
||||||
|
|
||||||
|
// Leave legacy (a/b) workflows untouched
|
||||||
|
const hasLegacyInputs = node.inputs.some(inp => inp.name === "lora_stack_a" || inp.name === "lora_stack_b");
|
||||||
|
if (hasLegacyInputs) {
|
||||||
|
return;
|
||||||
|
}
|
||||||
|
|
||||||
|
// Ensure at least two numbered lora_stack inputs exist on creation
|
||||||
|
const stackInputCount = node.inputs.filter(inp => STACK_INPUT_PATTERN.test(inp.name)).length;
|
||||||
|
for (let i = stackInputCount + 1; i <= 2; i++) {
|
||||||
|
node.addInput(`lora_stack${i}`, "LORA_STACK", {
|
||||||
|
tooltip: "A LoRA stack to combine. Connect to add more inputs."
|
||||||
|
});
|
||||||
|
}
|
||||||
|
}
|
||||||
|
});
|
||||||
Reference in New Issue
Block a user