diff --git a/__init__.py b/__init__.py
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--- /dev/null
+++ b/__init__.py
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+# __init__.py
+# This file is necessary to make Python treat the directory as a package.
+# It's also where ComfyUI looks for node mappings.
+
+import sys
+import traceback
+
+# Import node classes from nodes.py
+# Renamed QuantizeScaled to QuantizeModel
+try:
+    from .nodes import ModelToStateDict, QuantizeFP8Format, QuantizeModel, SaveAsSafeTensor
+except ImportError:
+    # Fallback for direct execution or when relative imports fail
+    from nodes import ModelToStateDict, QuantizeFP8Format, QuantizeModel, SaveAsSafeTensor
+
+# Import ControlNet FP8 quantization nodes
+ControlNetFP8QuantizeNode = None
+ControlNetMetadataViewerNode = None
+CONTROLNET_NODES_AVAILABLE = False
+
+try:
+    try:
+        from .controlnet_fp8_node import ControlNetFP8QuantizeNode, ControlNetMetadataViewerNode
+    except ImportError:
+        from controlnet_fp8_node import ControlNetFP8QuantizeNode, ControlNetMetadataViewerNode
+    CONTROLNET_NODES_AVAILABLE = True
+    print("✅ ControlNet FP8 nodes imported successfully")
+except Exception as e:
+    print(f"❌ Failed to import ControlNet FP8 nodes: {e}")
+    print(f"❌ ControlNet error details: {traceback.format_exc()}")
+
+# Import GGUF quantization nodes
+GGUFQuantizerNode = None # For the new GGUF node
+GGUF_NODES_AVAILABLE = False
+
+try:
+    try:
+        from .gguf_quantizer_node import GGUFQuantizerNode # Updated filename
+    except ImportError:
+        from gguf_quantizer_node import GGUFQuantizerNode
+    GGUF_NODES_AVAILABLE = True
+    print("✅ GGUF quantization nodes imported successfully")
+except Exception as e:
+    print(f"❌ Failed to import GGUF quantization nodes: {e}")
+    print(f"❌ GGUF error details: {traceback.format_exc()}")
+    GGUF_NODES_AVAILABLE = False
+
+
+# A dictionary that ComfyUI uses to map node class names to node objects
+NODE_CLASS_MAPPINGS = {
+    # Node Utils
+    "ModelToStateDict": ModelToStateDict,
+    # Direct FP8 Conversion
+    "QuantizeFP8Format": QuantizeFP8Format,
+    # Scaled Quantization + Casting (FP16/BF16)
+    "QuantizeModel": QuantizeModel,         # Renamed class QuantizeScaled -> QuantizeModel
+    # Saving Node
+    "SaveAsSafeTensor": SaveAsSafeTensor,
+}
+
+# Add ControlNet nodes if available
+if CONTROLNET_NODES_AVAILABLE and ControlNetFP8QuantizeNode is not None:
+    NODE_CLASS_MAPPINGS.update({
+        # ControlNet FP8 Quantization Nodes
+        "ControlNetFP8QuantizeNode": ControlNetFP8QuantizeNode,
+        "ControlNetMetadataViewerNode": ControlNetMetadataViewerNode,
+    })
+    print("✅ ControlNet FP8 nodes registered in NODE_CLASS_MAPPINGS")
+
+# Add GGUF nodes if available
+if GGUF_NODES_AVAILABLE and GGUFQuantizerNode is not None:
+    NODE_CLASS_MAPPINGS["GGUFQuantizerNode"] = GGUFQuantizerNode # New GGUF node
+    print("✅ GGUF quantization nodes registered in NODE_CLASS_MAPPINGS")
+else:
+    print(f"❌ GGUF nodes NOT registered. Available: {GGUF_NODES_AVAILABLE}, Node: {GGUFQuantizerNode}")
+
+
+# A dictionary that ComfyUI uses to map node class names to display names
+NODE_DISPLAY_NAME_MAPPINGS = {
+    "ModelToStateDict": "Model To State Dict",
+    "QuantizeFP8Format": "Quantize Model to FP8 Format",
+    "QuantizeModel": "Quantize Model Scaled", # Display name for the renamed node
+    "SaveAsSafeTensor": "Save Model as SafeTensor",
+}
+
+# Add ControlNet display names if available
+if CONTROLNET_NODES_AVAILABLE:
+    NODE_DISPLAY_NAME_MAPPINGS.update({
+        # ControlNet FP8 Quantization Node Display Names
+        "ControlNetFP8QuantizeNode": "ControlNet FP8 Quantizer",
+        "ControlNetMetadataViewerNode": "ControlNet Metadata Viewer",
+    })
+    print("✅ ControlNet FP8 display names registered")
+
+# Add GGUF display names if available
+if GGUF_NODES_AVAILABLE and GGUFQuantizerNode is not None: # Check new node for display name
+    NODE_DISPLAY_NAME_MAPPINGS.update({
+        "GGUFQuantizerNode": "GGUF Quantizer 👾", # Display name for GGUF
+    })
+    print("✅ GGUF quantization display names registered")
+
+
+# Optional: Print a message to the console when the extension is loaded
+print("----------------------------------------------------")
+print("--- ComfyUI Quantization Node Pack Loaded ---")
+print("--- Renamed QuantizeScaled to QuantizeModel ---")
+# ... (other existing print messages you want to keep) ...
+print("--- NEW: ControlNet FP8 Quantization Nodes  ---")
+print("--- NEW: GGUF Model Quantization ---")
+print("--- Developed by [Lum3on]            ---") # Remember to change this!
+print("--- Version 0.8.2                             ---") # Incremented version
+print("----------------------------------------------------")
+
+# Tell ComfyUI where to find web files (for appearance.js)
+WEB_DIRECTORY = "./web"
+
+__all__ = ['NODE_CLASS_MAPPINGS', 'NODE_DISPLAY_NAME_MAPPINGS', 'WEB_DIRECTORY']
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