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Added clip scheduling support to all other native ComfyUI text encoding nodes (sdxl, flux, hunyuan, sd3)
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@ -17,6 +17,8 @@ class CLIPTextEncodeSDXLRefiner:
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def encode(self, clip, ascore, width, height, text):
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tokens = clip.tokenize(text)
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if clip.use_clip_schedule:
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return (clip.encode_from_tokens_scheduled(tokens, add_dict={"aesthetic_score": ascore, "width": width, "height": height}), )
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cond, pooled = clip.encode_from_tokens(tokens, return_pooled=True)
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return ([[cond, {"pooled_output": pooled, "aesthetic_score": ascore, "width": width,"height": height}]], )
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@ -47,6 +49,8 @@ class CLIPTextEncodeSDXL:
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tokens["l"] += empty["l"]
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while len(tokens["l"]) > len(tokens["g"]):
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tokens["g"] += empty["g"]
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if clip.use_clip_schedule:
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return (clip.encode_from_tokens_scheduled(tokens, add_dict={"width": width, "height": height, "crop_w": crop_w, "crop_h": crop_h, "target_width": target_width, "target_height": target_height}), )
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cond, pooled = clip.encode_from_tokens(tokens, return_pooled=True)
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return ([[cond, {"pooled_output": pooled, "width": width, "height": height, "crop_w": crop_w, "crop_h": crop_h, "target_width": target_width, "target_height": target_height}]], )
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@ -18,6 +18,8 @@ class CLIPTextEncodeFlux:
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tokens = clip.tokenize(clip_l)
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tokens["t5xxl"] = clip.tokenize(t5xxl)["t5xxl"]
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if clip.use_clip_schedule:
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return (clip.encode_from_tokens_scheduled(tokens, add_dict={"guidance": guidance}), )
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output = clip.encode_from_tokens(tokens, return_pooled=True, return_dict=True)
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cond = output.pop("cond")
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output["guidance"] = guidance
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@ -15,6 +15,8 @@ class CLIPTextEncodeHunyuanDiT:
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tokens = clip.tokenize(bert)
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tokens["mt5xl"] = clip.tokenize(mt5xl)["mt5xl"]
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if clip.use_clip_schedule:
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return (clip.encode_from_tokens_scheduled(tokens), )
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output = clip.encode_from_tokens(tokens, return_pooled=True, return_dict=True)
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cond = output.pop("cond")
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return ([[cond, output]], )
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@ -78,6 +78,8 @@ class CLIPTextEncodeSD3:
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tokens["l"] += empty["l"]
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while len(tokens["l"]) > len(tokens["g"]):
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tokens["g"] += empty["g"]
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if clip.use_clip_schedule:
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return (clip.encode_from_tokens_scheduled(tokens), )
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cond, pooled = clip.encode_from_tokens(tokens, return_pooled=True)
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return ([[cond, {"pooled_output": pooled}]], )
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