fix(trigger-word-toggle): compact group editing for #907

py/config.py

@@ -1,5 +1,6 @@
 import os
 import platform
+import posixpath
 import threading
 from pathlib import Path
 import folder_paths  # type: ignore
@@ -25,6 +26,15 @@ standalone_mode = (
 logger = logging.getLogger(__name__)
 
 
+def _normalize_root_identity(path: str) -> str:
+    """Normalize a root path for comparisons across slash styles."""
+
+    normalized = posixpath.normpath(path.strip().replace("\\", "/"))
+    if len(normalized) >= 2 and normalized[1] == ":":
+        return normalized.lower()
+    return normalized
+
+
 def _resolve_valid_default_root(
     current: str, primary_paths: List[str], allowed_paths: List[str], name: str
 ) -> str:
@@ -37,14 +47,17 @@ def _resolve_valid_default_root(
         if not isinstance(path, str):
             continue
         stripped = path.strip()
-        if not stripped or stripped in seen:
+        if not stripped:
             continue
-        seen.add(stripped)
+        identity = _normalize_root_identity(stripped)
+        if identity in seen:
+            continue
+        seen.add(identity)
         fallback_paths.append(stripped)
 
-    allowed = set(fallback_paths)
+    allowed = {_normalize_root_identity(path) for path in fallback_paths}
 
-    if current and current in allowed:
+    if current and _normalize_root_identity(current) in allowed:
         return current
 
     if not valid_paths:

py/nodes/trigger_word_toggle.py

@@ -76,6 +76,9 @@ class TriggerWordToggleLM:
         # Filter out empty strings and return as set
         return set(word for word in words if word)
 
+    def _group_has_child_items(self, item):
+        return isinstance(item, dict) and isinstance(item.get("items"), list)
+
     def process_trigger_words(
         self,
         id,
@@ -112,7 +115,11 @@ class TriggerWordToggleLM:
 
                 if isinstance(trigger_data, list):
                     if group_mode:
-                        if allow_strength_adjustment:
+                        if any(self._group_has_child_items(item) for item in trigger_data):
+                            filtered_groups = self._process_group_items(
+                                trigger_data, allow_strength_adjustment
+                            )
+                        elif allow_strength_adjustment:
                             parsed_items = [
                                 self._parse_trigger_item(
                                     item, allow_strength_adjustment
@@ -174,6 +181,41 @@ class TriggerWordToggleLM:
 
         return (filtered_triggers,)
 
+    def _process_group_items(self, trigger_data, allow_strength_adjustment):
+        filtered_groups = []
+
+        for item in trigger_data:
+            group = self._parse_trigger_item(item, allow_strength_adjustment)
+            if not group["text"] or not group["active"]:
+                continue
+
+            raw_items = item.get("items") if isinstance(item, dict) else None
+            if isinstance(raw_items, list):
+                active_items = []
+                for raw_item in raw_items:
+                    child = self._parse_trigger_item(
+                        raw_item, allow_strength_adjustment=False
+                    )
+                    if child["text"] and child["active"]:
+                        active_items.append(child["text"])
+
+                if not active_items:
+                    continue
+
+                group_text = ", ".join(active_items)
+            else:
+                group_text = group["text"]
+
+            filtered_groups.append(
+                self._format_word_output(
+                    group_text,
+                    group["strength"],
+                    allow_strength_adjustment,
+                )
+            )
+
+        return filtered_groups
+
     def _parse_trigger_item(self, item, allow_strength_adjustment):
         text = (item.get("text") or "").strip()
         active = bool(item.get("active", False))

py/services/settings_manager.py

@@ -2,6 +2,7 @@ import asyncio
 import copy
 import json
 import os
+import posixpath
 import shutil
 import tempfile
 import logging
@@ -103,6 +104,15 @@ DEFAULT_SETTINGS: Dict[str, Any] = {
 }
 
 
+def _normalize_root_identity(path: str) -> str:
+    """Normalize a root path for equality checks across slash styles."""
+
+    normalized = posixpath.normpath(path.strip().replace("\\", "/"))
+    if len(normalized) >= 2 and normalized[1] == ":":
+        return normalized.lower()
+    return normalized
+
+
 class SettingsManager:
     def __init__(self):
         self.settings_file = ensure_settings_file(logger)
@@ -773,7 +783,7 @@ class SettingsManager:
                 return False
 
             allowed_roots = self._get_allowed_roots(key)
-            if current and current in allowed_roots:
+            if current and _normalize_root_identity(current) in allowed_roots:
                 return False
 
             self.settings[setting_key] = primary_candidates[0]
@@ -824,16 +834,19 @@ class SettingsManager:
                 if not isinstance(value, str):
                     continue
                 normalized = value.strip()
-                if not normalized or normalized in seen:
+                if not normalized:
                     continue
-                seen.add(normalized)
+                identity = _normalize_root_identity(normalized)
+                if identity in seen:
+                    continue
+                seen.add(identity)
                 candidates.append(normalized)
         return candidates
 
     def _get_allowed_roots(self, key: str) -> set[str]:
         """Return all valid roots for a model type, including extra roots."""
 
-        return set(self._get_valid_root_candidates(key))
+        return {_normalize_root_identity(path) for path in self._get_valid_root_candidates(key)}
 
     def _check_environment_variables(self) -> None:
         """Check for environment variables and update settings if needed"""

tests/config/test_config_save_paths.py

@@ -402,6 +402,49 @@ def test_save_paths_keeps_default_roots_in_extra_paths(monkeypatch: pytest.Monke
     assert fake_settings.payload["activate"] is True
 
 
+def test_save_paths_keeps_default_roots_in_extra_paths_with_windows_slash_mismatch(
+    monkeypatch: pytest.MonkeyPatch, tmp_path
+):
+    folder_paths = _setup_config_environment(monkeypatch, tmp_path)
+
+    class FakeSettingsService:
+        active_library = "comfyui"
+
+        def get_libraries(self):
+            return {
+                "comfyui": {
+                    "folder_paths": {key: list(value) for key, value in folder_paths.items()},
+                    "extra_folder_paths": {
+                        "loras": ["U:\\Lora7\\Loras"],
+                        "checkpoints": ["U:\\Lora7\\Models"],
+                        "embeddings": [],
+                    },
+                    "default_lora_root": "U:/Lora7/Loras",
+                    "default_checkpoint_root": "U:/Lora7/Models",
+                    "default_embedding_root": folder_paths["embeddings"][0],
+                }
+            }
+
+        def rename_library(self, *_):
+            raise AssertionError("rename_library should not be invoked")
+
+        def get_active_library_name(self):
+            return self.active_library
+
+        def upsert_library(self, name: str, **payload):
+            self.name = name
+            self.payload = payload
+
+    fake_settings = FakeSettingsService()
+    monkeypatch.setattr(settings_manager_module, "settings", fake_settings)
+
+    config_module.Config()
+
+    assert fake_settings.name == "comfyui"
+    assert fake_settings.payload["default_lora_root"] == "U:/Lora7/Loras"
+    assert fake_settings.payload["default_checkpoint_root"] == "U:/Lora7/Models"
+
+
 def test_save_paths_repairs_empty_default_roots_to_extra_paths_when_primary_missing(
     monkeypatch: pytest.MonkeyPatch, tmp_path
 ):

tests/nodes/test_trigger_word_toggle.py

@@ -99,6 +99,99 @@ def test_duplicate_groups_respect_active_state():
     assert filtered == "A, B"
 
 
+def test_group_mode_can_exclude_individual_tags_within_active_group():
+    node = TriggerWordToggleLM()
+    trigger_data = [
+        {
+            "text": "outfit red, outfit blue, smiling",
+            "active": True,
+            "strength": None,
+            "highlighted": False,
+            "items": [
+                {"text": "outfit red", "active": True, "highlighted": False},
+                {"text": "outfit blue", "active": False, "highlighted": False},
+                {"text": "smiling", "active": True, "highlighted": False},
+            ],
+        }
+    ]
+
+    (filtered,) = node.process_trigger_words(
+        id="node",
+        group_mode=True,
+        default_active=True,
+        allow_strength_adjustment=False,
+        orinalMessage="outfit red, outfit blue, smiling",
+        toggle_trigger_words=trigger_data,
+    )
+
+    assert filtered == "outfit red, smiling"
+
+
+def test_group_mode_keeps_group_strength_when_individual_tags_are_excluded():
+    node = TriggerWordToggleLM()
+    trigger_data = [
+        {
+            "text": "(outfit red, outfit blue, smiling:1.15)",
+            "active": True,
+            "strength": 1.15,
+            "highlighted": False,
+            "items": [
+                {"text": "outfit red", "active": True, "highlighted": False},
+                {"text": "outfit blue", "active": False, "highlighted": False},
+                {"text": "smiling", "active": True, "highlighted": False},
+            ],
+        }
+    ]
+
+    (filtered,) = node.process_trigger_words(
+        id="node",
+        group_mode=True,
+        default_active=True,
+        allow_strength_adjustment=True,
+        orinalMessage="outfit red, outfit blue, smiling",
+        toggle_trigger_words=trigger_data,
+    )
+
+    assert filtered == "(outfit red, smiling:1.15)"
+
+
+def test_group_mode_omits_group_when_all_children_are_disabled():
+    node = TriggerWordToggleLM()
+    trigger_data = [
+        {
+            "text": "A, B",
+            "active": True,
+            "strength": None,
+            "highlighted": False,
+            "items": [
+                {"text": "A", "active": False, "highlighted": False},
+                {"text": "B", "active": False, "highlighted": False},
+            ],
+        },
+        {
+            "text": "C, D",
+            "active": True,
+            "strength": None,
+            "highlighted": False,
+            "items": [
+                {"text": "C", "active": True, "highlighted": False},
+                {"text": "D", "active": True, "highlighted": False},
+            ],
+        },
+    ]
+
+    (filtered,) = node.process_trigger_words(
+        id="node",
+        group_mode=True,
+        default_active=True,
+        allow_strength_adjustment=False,
+        orinalMessage="A, B,, C, D",
+        toggle_trigger_words=trigger_data,
+    )
+
+    assert filtered == "C, D"
+
+
 def test_trigger_words_override_different_from_original():
     node = TriggerWordToggleLM()
     trigger_data = [

tests/services/test_settings_manager.py

@@ -359,6 +359,25 @@ def test_auto_set_default_roots_keeps_valid_extra_values(manager):
     assert manager.get("default_embedding_root") == "/extra-embeddings"
 
 
+def test_auto_set_default_roots_keeps_valid_extra_values_with_windows_slash_mismatch(manager):
+    manager.settings["default_lora_root"] = "U:/Lora7/Loras"
+    manager.settings["default_checkpoint_root"] = "U:/Lora7/Models"
+
+    manager.settings["folder_paths"] = {
+        "loras": ["R:/ComfyUI/models/loras"],
+        "checkpoints": ["R:/ComfyUI/models/checkpoints"],
+    }
+    manager.settings["extra_folder_paths"] = {
+        "loras": ["U:\\Lora7\\Loras"],
+        "checkpoints": ["U:\\Lora7\\Models"],
+    }
+
+    manager._auto_set_default_roots()
+
+    assert manager.get("default_lora_root") == "U:/Lora7/Loras"
+    assert manager.get("default_checkpoint_root") == "U:/Lora7/Models"
+
+
 def test_auto_set_default_roots_falls_back_to_extra_when_primary_missing(manager):
     manager.settings["default_lora_root"] = ""
     manager.settings["folder_paths"] = {"loras": []}

web/comfyui/lm_styles.css

@@ -580,6 +580,38 @@ body.lm-lora-reordering * {
   margin: 6px 0;
 }
 
+.lm-trigger-count-badge {
+  font-variant-numeric: tabular-nums;
+}
+
+.lm-trigger-count-badge--edited {
+  color: rgba(226, 232, 240, 0.92);
+}
+
+.lm-trigger-group-edit-button {
+  transition: opacity 0.18s ease, color 0.18s ease;
+}
+
+.lm-trigger-group-edit-button:hover {
+  color: rgba(255, 255, 255, 0.98);
+}
+
+.lm-trigger-group-editor {
+  background: rgba(26, 32, 44, 0.95);
+  border: 1px solid rgba(66, 153, 225, 0.24);
+  box-shadow: 0 10px 25px rgba(0, 0, 0, 0.35);
+  backdrop-filter: blur(6px);
+}
+
+.lm-trigger-group-editor__title {
+  color: rgba(226, 232, 240, 0.96);
+}
+
+.lm-trigger-group-editor__subtitle,
+.lm-trigger-group-editor__empty {
+  color: rgba(226, 232, 240, 0.72);
+}
+
 /* Autocomplete styling */
 .lm-autocomplete-name {
   flex: 1;

web/comfyui/trigger_word_toggle.js

@@ -4,50 +4,81 @@ import { CONVERTED_TYPE, getNodeFromGraph } from "./utils.js";
 import { addTagsWidget } from "./tags_widget.js";
 import { getWheelSensitivity } from "./settings.js";
 
-// TriggerWordToggle extension for ComfyUI
-app.registerExtension({
-    name: "LoraManager.TriggerWordToggle",
+function normalizeTagText(text) {
+  return typeof text === "string" ? text.trim().toLowerCase() : "";
+}
 
-    setup() {
-        // Add message handler to listen for messages from Python
-        api.addEventListener("trigger_word_update", (event) => {
-            const { id, graph_id: graphId, message } = event.detail;
-            this.handleTriggerWordUpdate(id, graphId, message);
-        });
-    },
+function splitTopLevelCommas(text) {
+  if (typeof text !== "string" || !text.trim()) {
+    return [];
+  }
 
-    async nodeCreated(node) {
-        if (node.comfyClass === "TriggerWord Toggle (LoraManager)") {
-            // Enable widget serialization
-            node.serialize_widgets = true;
+  const parts = [];
+  let current = "";
+  let depth = 0;
 
-            node.addInput("trigger_words", 'string', {
-                "shape": 7  // 7 is the shape of the optional input
-            });
+  for (const char of text) {
+    if (char === "(") {
+      depth += 1;
+      current += char;
+      continue;
+    }
+    if (char === ")") {
+      depth = Math.max(0, depth - 1);
+      current += char;
+      continue;
+    }
+    if (char === "," && depth === 0) {
+      const trimmed = current.trim();
+      if (trimmed) {
+        parts.push(trimmed);
+      }
+      current = "";
+      continue;
+    }
+    current += char;
+  }
 
-            // Wait for node to be properly initialized
-            requestAnimationFrame(async () => {
-                // Get the wheel sensitivity setting
-                const wheelSensitivity = getWheelSensitivity();
-                const groupModeWidget = node.widgets[0];
-                const defaultActiveWidget = node.widgets[1];
-                const strengthAdjustmentWidget = node.widgets[2];
-                const initialStrengthAdjustment = Boolean(strengthAdjustmentWidget?.value);
+  const trimmed = current.trim();
+  if (trimmed) {
+    parts.push(trimmed);
+  }
 
-                // Get the widget object directly from the returned object
-                const result = addTagsWidget(node, "toggle_trigger_words", {
-                    defaultVal: []
-                }, null, wheelSensitivity, {
-                    allowStrengthAdjustment: initialStrengthAdjustment
-                });
+  return parts;
+}
 
-                node.tagWidget = result.widget;
-                node.tagWidget.allowStrengthAdjustment = initialStrengthAdjustment;
+function isGroupTag(tag) {
+  return Array.isArray(tag?.items);
+}
 
-                const normalizeTagText = (text) =>
-                    (typeof text === 'string' ? text.trim().toLowerCase() : '');
+function parseSerializedText(text) {
+  const normalizedText = typeof text === "string" ? text.trim() : "";
+  const strengthMatch = normalizedText.match(/^\((.+):([\d.]+)\)$/);
+  if (!strengthMatch) {
+    return {
+      text: normalizedText,
+      strength: null,
+    };
+  }
 
-                const collectHighlightTokens = (wordsArray) => {
+  const parsedStrength = Number(strengthMatch[2]);
+  return {
+    text: strengthMatch[1].trim(),
+    strength: Number.isFinite(parsedStrength) ? parsedStrength : null,
+  };
+}
+
+function cloneTag(tag) {
+  if (!isGroupTag(tag)) {
+    return { ...tag };
+  }
+  return {
+    ...tag,
+    items: tag.items.map((item) => ({ ...item })),
+  };
+}
+
+function collectHighlightTokens(wordsArray) {
   const tokens = new Set();
 
   const addToken = (text) => {
@@ -58,7 +89,7 @@ app.registerExtension({
   };
 
   wordsArray.forEach((rawWord) => {
-                        if (typeof rawWord !== 'string') {
+    if (typeof rawWord !== "string") {
       return;
     }
 
@@ -67,22 +98,148 @@ app.registerExtension({
     const groupParts = rawWord.split(/,{2,}/);
     groupParts.forEach((groupPart) => {
       addToken(groupPart);
-                            groupPart.split(',').forEach(addToken);
+      splitTopLevelCommas(groupPart).forEach(addToken);
     });
 
-                        rawWord.split(',').forEach(addToken);
+    splitTopLevelCommas(rawWord).forEach(addToken);
   });
 
   return tokens;
-                };
+}
+
+function buildLegacyTagState(existingTags, allowStrengthAdjustment) {
+  return existingTags.reduce((acc, tag) => {
+    const parsed = parseSerializedText(tag.text);
+    const key = parsed.text;
+    if (!acc[key]) {
+      acc[key] = [];
+    }
+    acc[key].push({
+      active: tag.active,
+      strength:
+        allowStrengthAdjustment
+          ? (tag.strength !== undefined && tag.strength !== null ? tag.strength : parsed.strength)
+          : null,
+    });
+    return acc;
+  }, {});
+}
+
+function buildGroupState(existingTags, allowStrengthAdjustment) {
+  return existingTags.reduce((acc, tag) => {
+    const parsed = parseSerializedText(tag.text);
+    const key = parsed.text;
+    if (!acc[key]) {
+      acc[key] = [];
+    }
+
+    const itemState = {};
+    if (Array.isArray(tag.items)) {
+      tag.items.forEach((item) => {
+        const itemKey = item.text;
+        if (!itemState[itemKey]) {
+          itemState[itemKey] = [];
+        }
+        itemState[itemKey].push({
+          active: item.active,
+        });
+      });
+    } else {
+      splitTopLevelCommas(tag.text).forEach((itemText) => {
+        if (!itemState[itemText]) {
+          itemState[itemText] = [];
+        }
+        itemState[itemText].push({
+          active: tag.active,
+        });
+      });
+    }
+
+    acc[key].push({
+      active: tag.active,
+      strength:
+        allowStrengthAdjustment
+          ? (tag.strength !== undefined && tag.strength !== null ? tag.strength : parsed.strength)
+          : null,
+      itemState,
+    });
+    return acc;
+  }, {});
+}
+
+function consumeQueuedState(stateMap, key) {
+  const queue = stateMap[key];
+  if (queue && queue.length > 0) {
+    return queue.shift();
+  }
+  return null;
+}
+
+app.registerExtension({
+  name: "LoraManager.TriggerWordToggle",
+
+  setup() {
+    api.addEventListener("trigger_word_update", (event) => {
+      const { id, graph_id: graphId, message } = event.detail;
+      this.handleTriggerWordUpdate(id, graphId, message);
+    });
+  },
+
+  async nodeCreated(node) {
+    if (node.comfyClass !== "TriggerWord Toggle (LoraManager)") {
+      return;
+    }
+
+    node.serialize_widgets = true;
+    node.addInput("trigger_words", "string", {
+      shape: 7,
+    });
+
+    requestAnimationFrame(async () => {
+      const wheelSensitivity = getWheelSensitivity();
+      const groupModeWidget = node.widgets[0];
+      const defaultActiveWidget = node.widgets[1];
+      const strengthAdjustmentWidget = node.widgets[2];
+      const initialStrengthAdjustment = Boolean(strengthAdjustmentWidget?.value);
+
+      const result = addTagsWidget(node, "toggle_trigger_words", {
+        defaultVal: [],
+      }, null, wheelSensitivity, {
+        allowStrengthAdjustment: initialStrengthAdjustment,
+      });
+
+      node.tagWidget = result.widget;
+      node.tagWidget.allowStrengthAdjustment = initialStrengthAdjustment;
 
       const applyHighlightState = () => {
-                    if (!node.tagWidget) return;
+        if (!node.tagWidget) {
+          return;
+        }
+
         const highlightSet = node._highlightedTriggerWords || new Set();
-                    const updatedTags = (node.tagWidget.value || []).map(tag => ({
-                        ...tag,
-                        highlighted: highlightSet.size > 0 && highlightSet.has(normalizeTagText(tag.text))
+        const updatedTags = (node.tagWidget.value || []).map((tag) => {
+          if (Array.isArray(tag.items)) {
+            const items = tag.items.map((item) => ({
+              ...item,
+              highlighted: highlightSet.size > 0 && highlightSet.has(normalizeTagText(item.text)),
             }));
+
+            return {
+              ...tag,
+              items,
+              highlighted:
+                highlightSet.size > 0 &&
+                (highlightSet.has(normalizeTagText(tag.text)) ||
+                  items.some((item) => item.highlighted)),
+            };
+          }
+
+          return {
+            ...tag,
+            highlighted: highlightSet.size > 0 && highlightSet.has(normalizeTagText(tag.text)),
+          };
+        });
+
         node.tagWidget.value = updatedTags;
       };
 
@@ -104,14 +261,12 @@ app.registerExtension({
 
       node.applyTriggerHighlightState = applyHighlightState;
 
-                // Add hidden widget to store original message
-                const hiddenWidget = node.addWidget('text', 'orinalMessage', '');
+      const hiddenWidget = node.addWidget("text", "orinalMessage", "");
       hiddenWidget.type = CONVERTED_TYPE;
       hiddenWidget.hidden = true;
       hiddenWidget.computeSize = () => [0, -4];
       node.originalMessageWidget = hiddenWidget;
 
-                // Restore saved value if exists
       const tagWidgetIndex = node.widgets.indexOf(result.widget);
       const originalMessageWidgetIndex = node.widgets.indexOf(hiddenWidget);
       if (node.widgets_values && node.widgets_values.length > 0) {
@@ -132,6 +287,7 @@ app.registerExtension({
       requestAnimationFrame(() => node.applyTriggerHighlightState?.());
 
       groupModeWidget.callback = (value) => {
+        node.tagWidget?.closeGroupEditor?.();
         if (node.originalMessageWidget?.value) {
           this.updateTagsBasedOnMode(
             node,
@@ -140,26 +296,41 @@ app.registerExtension({
             Boolean(strengthAdjustmentWidget?.value)
           );
         }
+      };
+
+      defaultActiveWidget.callback = (value) => {
+        if (!node.tagWidget || !node.tagWidget.value) {
+          return;
         }
 
-                // Add callback for default_active widget
-                defaultActiveWidget.callback = (value) => {
-                    // Set all existing tags' active state to the new value
-                    if (node.tagWidget && node.tagWidget.value) {
-                        const updatedTags = node.tagWidget.value.map(tag => ({
+        const updatedTags = node.tagWidget.value.map((tag) => {
+          if (!Array.isArray(tag.items)) {
+            return {
               ...tag,
-                            active: value
-                        }));
+              active: value,
+            };
+          }
+
+          return {
+            ...tag,
+            active: value,
+            items: tag.items.map((item) => ({
+              ...item,
+              active: value,
+            })),
+          };
+        });
+
         node.tagWidget.value = updatedTags;
         node.applyTriggerHighlightState?.();
-                    }
-                }
+      };
 
       if (strengthAdjustmentWidget) {
         strengthAdjustmentWidget.callback = (value) => {
           const allowStrengthAdjustment = Boolean(value);
           if (node.tagWidget) {
             node.tagWidget.allowStrengthAdjustment = allowStrengthAdjustment;
+            node.tagWidget.closeGroupEditor?.();
           }
           this.updateTagsBasedOnMode(
             node,
@@ -170,28 +341,33 @@ app.registerExtension({
         };
       }
 
-                // Override the serializeValue method to properly format trigger words with strength
-                const originalSerializeValue = result.widget.serializeValue;
       result.widget.serializeValue = function() {
         const value = this.value || [];
-                    // Transform the values to include strength in the proper format
-                    const transformedValue = value.map(tag => {
-                        // If strength is defined (even if it's 1.0), format as {text: "(original_text:strength)", ...}
+        return value.map((tag) => {
+          if (Array.isArray(tag.items)) {
+            return {
+              ...tag,
+              text:
+                tag.strength !== undefined && tag.strength !== null
+                  ? `(${tag.text}:${tag.strength.toFixed(2)})`
+                  : tag.text,
+              items: tag.items.map((item) => ({ ...item })),
+            };
+          }
+
           if (tag.strength !== undefined && tag.strength !== null) {
             return {
               ...tag,
-                                text: `(${tag.text}:${tag.strength.toFixed(2)})`
+              text: `(${tag.text}:${tag.strength.toFixed(2)})`,
             };
           }
+
           return tag;
         });
-                    return transformedValue;
       };
     });
-        }
   },
 
-    // Handle trigger word updates from Python
   handleTriggerWordUpdate(id, graphId, message) {
     const node = getNodeFromGraph(graphId, id);
     if (!node || node.comfyClass !== "TriggerWord Toggle (LoraManager)") {
@@ -199,13 +375,11 @@ app.registerExtension({
       return;
     }
 
-        // Store the original message for mode switching
     if (node.originalMessageWidget) {
       node.originalMessageWidget.value = message;
     }
 
     if (node.tagWidget) {
-            // Parse tags based on current group mode
       const groupMode = node.widgets[0] ? node.widgets[0].value : false;
       const allowStrengthAdjustment = Boolean(node.widgets[2]?.value);
       node.tagWidget.allowStrengthAdjustment = allowStrengthAdjustment;
@@ -213,85 +387,60 @@ app.registerExtension({
     }
   },
 
-    // Update tags display based on group mode
   updateTagsBasedOnMode(node, message, groupMode, allowStrengthAdjustment = false) {
-    if (!node.tagWidget) return;
+    if (!node.tagWidget) {
+      return;
+    }
+    node.tagWidget.closeGroupEditor?.();
     node.tagWidget.allowStrengthAdjustment = allowStrengthAdjustment;
 
-    const existingTags = node.tagWidget.value || [];
-    const existingTagState = existingTags.reduce((acc, tag) => {
-      const key = tag.text;
-      if (!acc[key]) {
-        acc[key] = [];
-      }
-      acc[key].push({
-        active: tag.active,
-        strength: allowStrengthAdjustment ? tag.strength : null,
-      });
-      return acc;
-    }, {});
-    const consumeExistingState = (text) => {
-      const states = existingTagState[text];
-      if (states && states.length > 0) {
-        return states.shift();
-      }
-      return null;
-    };
-    
-    // Get default active state from the widget
+    const existingTags = (node.tagWidget.value || []).map(cloneTag);
     const defaultActive = node.widgets[1] ? node.widgets[1].value : true;
-    
     let tagArray = [];
 
     if (groupMode) {
-      if (message.trim() === '') {
-        tagArray = [];
-      }
-      // Group mode: split by ',,' and treat each group as a single tag
-      else if (message.includes(',,')) {
-        const groups = message.split(/,{2,}/); // Match 2 or more consecutive commas
-        tagArray = groups
-          .map(group => group.trim())
-          .filter(group => group)
-          .map(group => {
-            // Check if this group already exists with strength info
-            const existing = consumeExistingState(group);
+      const existingGroupState = buildGroupState(existingTags, allowStrengthAdjustment);
+      const groups = message.trim()
+        ? (message.includes(",,") ? message.split(/,{2,}/) : [message])
+            .map((group) => group.trim())
+            .filter(Boolean)
+        : [];
+
+      tagArray = groups.map((group) => {
+        const existing = consumeQueuedState(existingGroupState, group);
+        const itemState = existing?.itemState || {};
+        const items = splitTopLevelCommas(group).map((itemText) => {
+          const savedItem = consumeQueuedState(itemState, itemText);
+          return {
+            text: itemText,
+            active: savedItem ? savedItem.active : defaultActive,
+            highlighted: false,
+            strength: null,
+          };
+        });
+
         return {
           text: group,
-              // Use existing values if available, otherwise use defaults
           active: existing ? existing.active : defaultActive,
-              strength: existing ? existing.strength : null
+          highlighted: false,
+          strength: existing ? existing.strength : null,
+          items,
         };
       });
     } else {
-        // If no ',,' delimiter, treat the entire message as one group
-        const existing = consumeExistingState(message.trim());
-        tagArray = [{
-          text: message.trim(),
-          // Use existing values if available, otherwise use defaults
-          active: existing ? existing.active : defaultActive,
-          strength: existing ? existing.strength : null
-        }];
-      }
-    } else {
-      // Normal mode: split by commas and treat each word as a separate tag
-      tagArray = message
-        .split(',')
-        .map(word => word.trim())
-          .filter(word => word)
-          .map(word => {
-            // Check if this word already exists with strength info
-            const existing = consumeExistingState(word);
+      const existingTagState = buildLegacyTagState(existingTags, allowStrengthAdjustment);
+      tagArray = splitTopLevelCommas(message).map((word) => {
+        const existing = consumeQueuedState(existingTagState, word);
         return {
           text: word,
-              // Use existing values if available, otherwise use defaults
           active: existing ? existing.active : defaultActive,
-              strength: existing ? existing.strength : null
+          highlighted: false,
+          strength: existing ? existing.strength : null,
         };
       });
     }
 
     node.tagWidget.value = tagArray;
     node.applyTriggerHighlightState?.();
-  }
+  },
 });