# Please support 311_code on https://ko-fi.com/311_code import torch from nodes import MAX_RESOLUTION class CLIPTextEncodeSDXL_311_code: @classmethod def INPUT_TYPES(s): return {"required": { "width": ("INT", {"default": 1024.0, "min": 0, "max": MAX_RESOLUTION}), "height": ("INT", {"default": 1024.0, "min": 0, "max": MAX_RESOLUTION}), "text_g": ("STRING", {"multiline": True, "dynamicPrompts": True}), "clip": ("CLIP", ), "text_l": ("STRING", {"multiline": True, "dynamicPrompts": True}), "clip": ("CLIP", ), "clip_g_strength": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 1000.0, "step": 0.01}), "clip_l_strength": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 1000.0, "step": 0.01}), "size_cond_factor": ("INT", {"default": 4, "min": 1, "max": 16}), "layer_idx": ("INT", {"default": -2, "min": -33, "max": 33}), # Added layer_idx }} RETURN_TYPES = ("CONDITIONING",) FUNCTION = "execute" CATEGORY = "essentials" def execute(self, clip, width, height, size_cond_factor, text_g, text_l, clip_g_strength, clip_l_strength, layer_idx): width = width * size_cond_factor height = height * size_cond_factor cond_combined = None pooled_combined = None # Modify CLIP layers based on `layer_idx` clip = clip.clone() # Clone the clip model to ensure it's modifiable clip.clip_layer(layer_idx) # Set the stopping point for the CLIP model based on layer_idx # Tokenize both texts, or use empty tokens if both are empty tokens_g = clip.tokenize(text_g) if text_g.strip() else clip.tokenize("") tokens_l = clip.tokenize(text_l) if text_l.strip() else clip.tokenize("") # Ensure equal length by padding with empty tokens if needed if len(tokens_l["l"]) != len(tokens_g["g"]): empty_g = clip.tokenize("")["g"] empty_l = clip.tokenize("")["l"] while len(tokens_l["l"]) < len(tokens_g["g"]): tokens_l["l"] += empty_l while len(tokens_g["g"]) < len(tokens_l["l"]): tokens_g["g"] += empty_g # Encode tokens tokens = {"g": tokens_g["g"], "l": tokens_l["l"]} cond_combined, pooled_combined = clip.encode_from_tokens(tokens, return_pooled=True) # Apply strengths to g and l if needed if cond_combined.dim() == 3: if text_g.strip(): # Only apply strength to g if text_g is not empty cond_combined[:, :, :] *= clip_g_strength if text_l.strip(): # Only apply strength to l if text_l is not empty cond_combined[:, :, :] *= clip_l_strength # Return the conditioning even if both texts were empty return ([[cond_combined, {"pooled_output": pooled_combined, "width": width, "height": height}]], ) NODE_CLASS_MAPPINGS = { "CLIPTextEncodeSDXL_311_code": CLIPTextEncodeSDXL_311_code } NODE_DISPLAY_NAME_MAPPINGS = { "CLIPTextEncodeSDXL_311_code": "311_code SDXL Clip Text Encode" }