Model Information

Bernoulli - Image 1
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Description

hey ....if it's result better than flux dev comeback and give me like

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╚╗╔╝ b̝̝̱̝̂̽ͧͬy͇̚ ̙͍̘̬̞̓p̼̰̯̗̣ͫ̏̚h͕ͦͤ̀ͫ̌yͯ͛̾s̮̹͓̳̦ͪͣi̗̠͌c͍͍̤̞̾ͥ͆̓ͯͅs̬̮͇͈̈ ̣͇̤͔ͬ&͚̼̠̣̾ͩͪ̂ ̯͂̽̆̒̆Ả̞͇̒̊̑̃I̱̤̟̒ ̭͇̀ͩ̃̐͒ͅT̮̥̘̜e̟͉̻͌͌͊a͍̫͚ͅc̠̰͒̌ͦͫͥh͎̪̙̖ͮ̒̌e̝̱̫̩͆̿̊̒̿r̺̟̰̄╚╗╔╝

╔╝(¯`v´¯ ******************¯`v´¯)╚╗

ƎΛƎN ᗺƎ⊥⊥Ǝᴚ ⊥H∀N ᗡƎΛ Ⅎ∀S⊥Ǝᴚ ⊥H∀N

SƆHNƎ˥˥ ⊥ᴚ⅄ I⊥ ∀Nᗡ ԀᴚOΛƎ ⊥H∀⊥ ᗺ⅄

╚══`.¸.´ ═══════👍🏼═══════ `.¸.´ ╝

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...GGUF THE BEST CHOICE FOR..

.......LOW GPU AND CPU USERS.......

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🎛️ Setting Up GGUF Support:

-FOR ComfyUI"

-FOR WebUI Forge is installed and properly set up.

Load the GGUF checkpoint:

  • Go to the Checkpoint Loader section.

  • Select the GGUF model file as the checkpoint.

Load AE, CLIP_L, and T5:

  • In the VAE / Text Encoder dropdown, load all three models:

  • AE (Autoencoder)

  • CLIP_L (Large CLIP model)

  • T5 (Text-to-Text Transfer Transformer)

⚙️ Key Features of this Model:

  1. Advanced Merge Methods:

    • Uses techniques like weighted sum, interpolation, and selective update to deliver efficient and high-quality outputs.

  2. Layer Importance Optimization:

    • Early layers are optimized for speed, while the later layers are designed to enhance image quality.

  3. Dynamic Tensor Resizing:

    • Ensures seamless compatibility between different model tensors, making your setup flexible and robust.

🏁 Conclusion:

This merged model offers a balanced solution for AI-driven image generation, emphasizing both speed and quality. Whether you're processing single images or large batches, it delivers high-quality visuals efficiently.

Bernoulli

Q_8

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Model Details

Type
AI Model
Task
text-to-image
Subtype
Safetensors / Checkpoint AI Model
Created
Updated
June 18, 2026

Available Files

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