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@@ -11,17 +11,34 @@ This repository contains a fused version of FLAN-T5-XXL, combining the split fil
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  ---
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- ## Files
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- - `flan_t5_xxl_fp32.safetensors`: Full-precision FP32 model.
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- - `flan_t5_xxl_fp16.safetensors`: Half-precision FP16 model for memory-efficient inference.
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- <div style="text-align: center; margin-left: auto; margin-right: auto;width:800px;max-width:80%;">
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  <img src="./Flan-T5xxl-FP32_FP16_compare.png" alt="Flan-T5xxl-FP32_FP16_compare">
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  </div>
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  ---
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- ## Comparison: FLAN-T5-XXL vs T5-XXL v1.1 on Flux.1[dev] (base model: [blue_pencil-flux1_v0.0.1](https://huggingface.co/bluepen5805/blue_pencil-flux1))
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  <div style="display: flex; justify-content: center; align-items: center;">
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  <div style="text-align: center; margin-right: 1em;">
@@ -40,7 +57,7 @@ FLAN-T5-XXL provides more accurate responses to prompts.
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  ---
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- ### Further Comparison
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  - [FLAN-T5-XXL vs T5-XXL v1.1](https://ai-image-journey.blogspot.com/2024/12/clip-t5xxl-text-encoder.html)
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  - [FLAN-T5-XXL FP32 vs FP16 and other quantization](https://ai-image-journey.blogspot.com/2024/12/image-difference-t5xxl-clip-l.html)
 
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  ---
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+ ## Newly Added: TE-Only Models for Stable Diffusion WebUI Forge & ComfyUI (2025-03-04)
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+ Two additional files provide the **Text Encoder (TE) only** portion of FLAN-T5-XXL, specifically extracted for use with Stable Diffusion WebUI Forge and ComfyUI.
 
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+ - `flan_t5_xxl_TE-only_FP32.safetensors`: Full-precision FP32 TE-only model.
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+ - `flan_t5_xxl_TE-only_FP16.safetensors`: Half-precision FP16 TE-only model for memory-efficient inference.
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+ These models retain only the text encoding functionality of FLAN-T5-XXL, reducing resource consumption while maintaining high-quality prompt processing in AI image generation workflows.
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+ Also can be used as drop-in replacements for standard text encoders in Stable Diffusion-based workflows.
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+ ---
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+
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+ ## Full Models
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+ - `flan_t5_xxl_fp32.safetensors`: Full-precision FP32 Full model.
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+ - `flan_t5_xxl_fp16.safetensors`: Half-precision FP16 Full model for memory-efficient inference.
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+
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+ ---
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+ ## Comparison: FLAN-T5-XXL-FP32 vs FLAN-T5-XXL-FP16 on Flux.1[dev] (base model: [blue_pencil-flux1_v0.0.1](https://huggingface.co/bluepen5805/blue_pencil-flux1))
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+
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+ <div style="text-align: center; margin-left: auto; margin-right: auto;width:600px;max-width:80%;">
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  <img src="./Flan-T5xxl-FP32_FP16_compare.png" alt="Flan-T5xxl-FP32_FP16_compare">
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  </div>
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  ---
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+ ## Comparison: FLAN-T5-XXL vs T5-XXL v1.1
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  <div style="display: flex; justify-content: center; align-items: center;">
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  <div style="text-align: center; margin-right: 1em;">
 
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  ---
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+ ## Further Comparison
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  - [FLAN-T5-XXL vs T5-XXL v1.1](https://ai-image-journey.blogspot.com/2024/12/clip-t5xxl-text-encoder.html)
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  - [FLAN-T5-XXL FP32 vs FP16 and other quantization](https://ai-image-journey.blogspot.com/2024/12/image-difference-t5xxl-clip-l.html)