在https://huggingface.co/zer0int/CLIP-GmP-ViT-L-14/tree/main 页面中下载 ViT-L-14-TEXT-detail-improved-hiT-GmP-TE-only-HF.safetensors 这个模型，这个是只包含TEXT Encode的模型。将模型放在 ComfyUI/models/clip 目录下。在ComyfUI的CLIP节点中，将CLIP-L模型替换为ViT-L-14-TEXT-detail-improved-...
unimodal text decoder不参与对图像特征的cross-attention(We omit cross-attention in unimodal decoder layers to encode text-only representations,相当于把 Transformer Decoder 中的cross attention去掉,只保留 masked self-attention 和 FFNN) 这样cls token经过unimodal text decoder之后就能够得到整个句子的全局特征 ...
And then for the inpainting with SDXL: as before,CheckpointLoaderSimpleto load SDXLbase, withvaeoutput toVAEEncodeForInpaint, andmodelandclipoutput to... LoraLoaderto loadoffset-example-lora(this is optional) CLIPTextEncodeSDXLwith positive prompt CLIPTextEncodewith negative prompt and inputclipfrom...
所有的Conditioning(条件设定)都开始于一个由 CLIP 进行嵌入编码的文本提示,这个过程使用了 Clip Text Encode 节点。这些条件可以通过本段中找到的其他节点进行进一步增强或修改。 例如,使用 Conditioning (Set Area)、Conditioning (Set Mask) 或 GLIGEN Textbox Apply 节点,可以引导过程朝着某种组合进行。 或者,通过...
def advanced_encode(clip, text, token_normalization, weight_interpretation, w_max=1.0, clip_balance=.5, apply_to_pooled=True): tokenized = clip.tokenize(text, return_word_ids=True) if isinstance(tokenized, dict): if isinstance(clip.cond_stage_model, (SDXLClipModel, SDXLRefinerClipMod...
Long-CLIP-SDXL Long-caption text-image retrieval Plug-and-Play text to image generation Citation If you find our work helpful for your research, please consider giving a citation: @article{zhang2024longclip, title={Long-CLIP: Unlocking the Long-Text Capability of CLIP}, author={Beichen Zhang...
def advanced_encode(clip, text, token_normalization, weight_interpretation, w_max=1.0, clip_balance=.5, apply_to_pooled=True): tokenized = clip.tokenize(text, return_word_ids=True) if isinstance(clip.cond_stage_model, (SDXLClipModel, SDXLRefinerClipModel, SDXLClipG)): embs_l = Non...
For SD1.5, SDXL and Flux.1, the SeaArtLongClip module can be used to replace the original CLIP Text Encoder, expanding the token length from 77 to 248 max. Through testing, we found that Long-CLIP improves the quality of the generated images. For Flux, Long-CLIP nicely complements the...
"ip-adapter_sd15.bin" ] }, { "id": 8, "type": "CLIPTextEncode", @@ -80,7 +48,7 @@ "1": 120 }, "flags": {}, "order": 8, "order": 7, "mode": 0, "inputs": [ { @@ -121,7 +89,7 @@ "1": 120 }, "flags": {}, "order": 7, "order": 6, "mode": ...
text = open_clip.tokenize(text).to(self.device) # Normalize the text features text_features = self.model.encode_text(text).float() text_features /= text_features.norm(dim=-1, keepdim=True) # Compute the similarity between the image and text features similarity = image_features @ text_fe...