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    AlbedoBase XL (SFW&NSFW)

    The refiner is unnecessary, and VAE is included.


    GOAL

    Stable Diffusion XL has 3.5 billion parameters (excluding the Refiner), which is about 3.6 times more than the SD v1.5 version. I believe that this is not just a number, but a number that can lead to a significant improvement in performance.

    It has been a while since we realized that the overall performance of SD v1.5 has improved beyond imagination thanks to the explosive contributions of our community. Therefore, I am working on completing this AlbedoBase XL model in order to optimally reproduce the performance improvement that occurred in v1.5 in this XL version as well.

    My goal is to directly test the performance of all Checkpoints and LoRAs that are publicly uploaded to Civitai, and merge only the resources that are judged to be optimal after passing through several filters. This will surpass the performance of image-generating AI of companies such as Midjourney.

    As of now, AlbedoBase XL v3.1 Large has merged about 200 selected checkpoints and 251 LoRAs.


    LOG

    v3.1-Large

    • Merged over 50 selected latest versions of SDXL models using the recursive script employed in V3.

    The spec grid(370.7 MB): download


    v3-mini

    I sincerely apologize for keeping you waiting for such a long time.

    I’ve been dealing with some personal matters, and while working on the new version, I also faced health issues. Even as I write this, I am still struggling with these challenges.

    I felt it wouldn’t be enough to just provide a brief update, so I kindly ask for your understanding as I share this more detailed message.

    Since the release of version 2.0, I have been dedicating myself to studying deep learning independently. I don’t have a formal degree, and apart from a modest aptitude for programming, only my background is in the arts. As a result, I lack the mathematical and scientific foundation to achieve significant breakthroughs, given the time and effort I’ve invested. Despite this, the experience of immersing myself in this self-directed study and research has been an invaluable treasure in my life.

    Recently, I stumbled upon an idea that could potentially be a significant breakthrough. After reworking hundreds of formulas and methods since version 2.0, I managed to develop a rather intriguing and successful algorithm. The model merging process was based on SDXL1.0 and SD1.5, along with other carefully curated models. These were categorized into five primary classifications: ā€œANIME,ā€ ā€œREALISM,ā€ ā€œARTISTIC,ā€ ā€œNSFW,ā€ and ā€œBASE,ā€ and fed into the merging algorithm as datasets. This approach has resulted in some fascinating outcomes.

    However, as challenging as the algorithm development was, nothing has been as daunting as the performance testing phase. My physical and mental health deteriorated significantly during this period, to the point where I realized I couldn’t continue this work on my own. This is what ultimately led me to decide to release this version.

    And now, I am thrilled to announce the release of the much-anticipated AlbedoBaseXL V3 Mini version. While this model is a smaller-scale merge, it is not limited to any specific area and performs remarkably well across various domains. It has the potential to serve as a new base model for SDXL1.0. (For reference, my merging algorithm is not a ā€œlinear merging,ā€ so it can essentially be considered a new fine-tuned model.)

    This model, along with the existing AlbedoBase models, is versatile and surpasses all previous versions in every aspect. (The NSFW content, while not extreme, offers a broader range of expression compared to previous versions like v2.1. A dedicated NSFW merging model will be released in the future.)

    On another note, I’ve noticed that many shared models have recently begun to adopt licenses that prohibit merging or external commercialization. This has been a disappointment, as it has prevented me from using some truly excellent models for merging.

    I would like to express my heartfelt gratitude to the model developers who have provided free licenses, allowing their high-quality models—products of considerable time and effort—to be used for merging.

    I’ll be back soon.

    I eagerly look forward to your performance tests across a wide range of areas, including ANIME, REALISM, ARTISTIC, 2.5D, 3D, and NSFW.

    As model developers, we only plant the seeds. It is ultimately you, the model users and artists, who cultivate them and bring forth the flowers and fruits.

    Thank you, as always.


    For those who wish to support my work with a small financial contribution, please consider using the links below. I am currently unable to secure employment and face an uncertain future regarding my livelihood.

    🌱 donate

    The spec grid(380.5 MB): download


    v2.1
    Re-merge and adjust v0.1 to 2.0 using new merging algorithm and formula.

    The spec grid(424.5 MB): download

    v2.0

    I'd like to thank everyone who helped me on the AlbedoBase XL Pre side. Without you guys, the release date would probably have been much later. Thank you so much!

    • I have written a custom script to converge the existing AlbedoBase XL models into one. Intricately aligning the row and column weights of all U-NET and CLIP blocks according to a unique formula of mine.

    • If you encounter a bug in image generation (if nothing is generated), please switch to CLIP SKIP 2 or modify the prompt slightly! There may be combinations of prompts that CLIP does not recognize. In that case, you can change the order of words, use different words, or, most simply, change the CLIP SKIP. I will gradually work on resolving these issues in the future like v1.3.

    The spec grid(403.5 MB): download

    v1.3

    • In order to illustrate the quality associated with the model's randomness, I standardized the seed value at '9' for all showcase images intended for sampling and proceeded with their immediate generation.

    • Especially with this version, due to the significant impact of negative prompts, leaving the negative prompt field empty is likely to produce the nice quality.

    The spec grid(438.7 MB): download

    • As you can see, as the number of Steps increases, it becomes available for all samplers, and the quality also improves.

    • Due to the effect of the LoRA I developed and merged, as described below, using sentence-form prompts rather than tag (a list of words) prompts is directly related to improving quality.

    • I merged 45 checkpoints and 7 LoRAs. After that, I merged AlbedoBase v0.4 and v0.3 in order, less than 0~5%, to reawaken the diluted merged models that had become outdated.Ā 

    • Among the 7 LoRAs, one is created by me. It involves analyzing and annotating captions for a total of 174 high-quality pictorial photos using GPT4-V. Merging this LoRA resulted in astonishingly clear images and an impressively excellent understanding of prompts.

    • My self-created LoRAs are exclusively available for purchase to my Ko-fi supporters at the Creative level or higher.


    v1.2

    • Merged the 22 latest checkpoints.

    The spec grid(565.6 MB): download

    v1.1

    • Stabilized.

    • More detailed.

    • If you think you are an advanced user, I recommend version 1.0. If version 1.0 finds the right settings, it can output much more vivid works.

    The spec grid(349.7 MB): download

    v1.0

    • Merged 106 LoRAs.

    • Merged 19 Checkpoints.

    1. The model can produce different results depending on the settings you choose, so it's important to check the spec grid before using it.

      • I have found that using a few specific negative prompts can help to resolve the issue of asymmetrical eyes or pixelated images. The Spec Grid may vary depending on your CPU or GPU device, so please use it as a general reference. Experiment with a few negative prompts to improve the quality(ex; strabismus). I found that it is difficult to satisfy all settings equally as the number of merged LoRA increases. However, I would like you to focus on this advantage in version 1.0, as it can produce works of amazing quality in various aspects with the right settings. I will be back with a more stable version in the future.

    2. You can find useful setting values in the showcase or by searching for others.

    3. As always, it's best to leave the negative prompt blank for the best results.

    4. This v1.0 was a lot of work, so I'm taking a break for a bit. I hope you'll enjoy using the model, and if you merge it, please share it in Civitai for free. That way, we can all keep improving it.

    The spec grid(479.4 MB): download

    v0.4

    • Merged 132 LoRAs.

    • Merged 4 Checkpoints.

    The spec grid: download

    v0.3

    • Improved in all of the samplers.

    • Achieved lifelike realism.

    • Stabilized.

    The spec grid: download

    v0.2

    • Significant improvements in clarity and detailing.

    • Improved hand and foot implementation.

    • Major aesthetic improvements; composition, abstraction, flow, light and color, etc.

    v0.1

    • After appropriate fine-tuning on the SDXL1.0 model, meticulously and purposefully merge over 40+ high-quality models publicly available on Civitai.

    • Testing has primarily focused on ensuring maximum quality with the minimum number of prompt tokens, and it has not been confirmed how much the quality can improve when using a large number of tokens. (Please conduct your own tests and share the results)

    • Typically, the most beautiful results are achieved at the midpoint between reality and animation.

    • Nevertheless, when using an appropriate prompt, there is generally nothing it cannot express. (I assert that it possesses abundant value as a foundational model that surpasses others in merging. However, please keep in mind that this is currently v0.1)


    Description

    I have written a custom script to converge the existing AlbedoBase XL models into one. Intricately aligning the row and column weights of all U-NET and CLIP blocks according to a unique formula of mine.

    FAQ

    Comments (50)

    DeverDec 31, 2023Ā· 5 reactions
    CivitAI

    Happy New Year @albedobond , you've made it to 2.0

    albedobond
    Author
    Dec 31, 2023Ā· 1 reaction

    Thank you so much! Happy New Year @Dever <3

    albedobond
    Author
    Dec 31, 2023Ā· 8 reactions
    CivitAI

    šŸ„³šŸŽ‰ !!! Happy New Year Guys !!! šŸŽ‰šŸ„³

    v2.0

    The spec grid(403.5 MB): download

    albedobond
    Author
    Dec 31, 2023Ā· 7 reactions
    CivitAI

    Tip for Beginners (v2.0):

    1. Do not use SD1.5 LoRAs or Embeddings.

    2. Do not use strong and many negative prompts.

    3. Adjust the sampler, CFG, and steps.

    4. Check the showcase and gallery’s image settings.

    5. Enjoy your exploring time.

    albedobond
    Author
    Jan 1, 2024

    Leaving the negative prompt empty generally brings about the best quality.

    NowhereManGoDec 31, 2023Ā· 6 reactions
    CivitAI

    @albedobond Thank you for the new release šŸ™

    Happy new year to everyone. Time to get to work šŸ˜‚

    albedobond
    Author
    Dec 31, 2023Ā· 1 reaction

    Happy New Year! @NowhereManGO <3

    NowhereManGoDec 31, 2023Ā· 1 reaction

    @albedobondĀ šŸ™šŸ˜

    SilmasJan 1, 2024Ā· 4 reactions
    CivitAI

    A good model, if you do not write lazy prompts.
    And the best, you can make gummy bear images. ;D

    albedobond
    Author
    Jan 1, 2024Ā· 1 reaction

    Thank you :)) I'm craving a bite of a gummy bear :)) But it's really a bummer that Civitai has limitations on samplers. I haven't tested the limits yet, but according to my Spec Grid, there are several more samplers outperforming DPM++ 2M Karras :(

    SilmasJan 1, 2024

    @albedobondĀ in your sample images you use DPM++ 2M SDE Heun Karras, would you say this is the best sampler for your model?

    albedobond
    Author
    Jan 1, 2024Ā· 1 reaction

    @SilmasĀ No, it varies depending on the hardware and program settings. I recommend running my model locally and experimenting with various things hmmm

    SilmasJan 1, 2024Ā· 1 reaction

    @albedobondĀ ok, I have to try. Then I don't need to heat my flat. ;)

    albedobond
    Author
    Jan 1, 2024Ā· 6 reactions
    CivitAI

    This is a New Year's greeting for all of you:

    https://ko-fi.com/post/Happy-New-Year-2024-J3J5SU5V7

    rentonz1987640Jan 2, 2024Ā· 3 reactions
    CivitAI

    tks

    anthillroad547Jan 2, 2024Ā· 4 reactions
    CivitAI

    Speaking of someone who like to create surreal and abstract images, this is shockingly great to refine or create variations on some of my old junky pics. Just what I needed. Just wanted to show my appreciation, since I think this checkpoints come a long way. Thanks Albedo!

    albedobond
    Author
    Jan 3, 2024

    Thank you for your words! It's really encouraging. :))

    dbzer0Jan 2, 2024Ā· 8 reactions
    CivitAI

    Greetings from the AI Horde dev team. We're using Albedo as our base for SDXL. Our community loves it. Good job!

    albedobond
    Author
    Jan 3, 2024

    That's great news :) However, I recommend prioritizing version 1.3 for now, as it's currently the most stable. Of course, in terms of potential performance, 2.0 is far superior.

    dbzer0Jan 3, 2024

    Ah I didn't realize 2.0 was still in development.

    albedobond
    Author
    Jan 3, 2024

    @dbzer0Ā Just like during development, I aim to adhere to Semantic Versioning. Therefore, version 2.0, being a significantly changed version, may not be as stable as 1.3. Version 2.1 should be quite stable.

    dbzer0Jan 3, 2024

    @albedobondĀ Ah, you seem to be using .0 more as an -rc# (I.e. release candidate). Typically 0 is expected to be stable in semver. But nevertheless, it's 2.0 is working pretty well for us at the moment. Do feel free to join our discord server (https://discord.gg/WVjFZgujYA) and you can talk to the devs and our community and I'll be happy to grant you priority on the AI Horde if you want to use it yourself or let your friends use it.

    albedobond
    Author
    Jan 3, 2024

    @dbzer0Ā I'm managing release candidates here. Yeah, it's not a complete adherence to Semantic Versioning. I'm defining it in my own abbreviated way But I aim to adhere.
    Oh wow, thank you so much! That sounds like an awesome suggestion. I haven't had the chance to delve deep into it, but from what I've seen on github, it looks like an incredible project. I'll definitely make sure to check it later. Btw, Happy New Year!

    dbzer0Jan 3, 2024Ā· 1 reaction

    Ā @albedobondĀ Same to you mate! Hope to see you around.

    albedobond
    Author
    Jan 3, 2024Ā· 12 reactions
    CivitAI

    When applying powerful prompt editing in the form of '((((something))))' or '(something:1.6)', or when writing very complex positive prompts or simply long negative prompts, and setting the CFG to very low, and finally, when applying LoRAs or Embeddings of SD1.5, the generated images will have a lot of messy noise. Please be cautious. This was also the case with v1.3, but many people did not realize this and continued to produce images with a lot of noise.
    Additionally, v2.0, like v1.0, underwent significant changes, making it less stable in many ways compared to v1.3. However, it guarantees much clearer and cleaner quality. Please also keep this in mind and use it accordingly.

    Jason6610Jan 5, 2024Ā· 12 reactions
    CivitAI

    great checkpoint, amazing results

    one wish - add more nsfw :)

    albedobond
    Author
    Jan 7, 2024

    Thank you! I would

    XL10_UserJan 14, 2024Ā· 1 reaction

    For NSFW you can use LoRA Nudify XL. Works very well with this model.

    VapoCorteXJan 5, 2024Ā· 6 reactions
    CivitAI

    The latest release is incredible, thanks for the hard work.

    albedobond
    Author
    Jan 7, 2024Ā· 1 reaction

    Thank you so much! Vapo

    FlydarrenJan 12, 2024Ā· 6 reactions
    CivitAI

    Pretty much everything you want in a model and more, outstanding work.

    bidopijih173Jan 15, 2024Ā· 3 reactions
    CivitAI

    best model i have seen so far to create seperhero and costume

    i love it

    tnx to creators

    kellneJan 15, 2024Ā· 3 reactions
    CivitAI

    Is it available for onsite generation?

    SilmasJan 16, 2024Ā· 1 reaction

    Only Version 1.3 :|

    kellneJan 16, 2024Ā· 2 reactions

    @SilmasĀ till they add rest od models. Hope it will be soon šŸ’ø

    alfziterbacke374Jan 18, 2024Ā· 5 reactions
    CivitAI

    the only think I disagree with is that it sometimes generates the same image but its might be a base model problem or the system where I use in!

    swedishVikingFeb 6, 2024

    Check that the seed is set to random on your system.

    alfziterbacke374Feb 7, 2024

    @swedishVikingĀ thanks yeah that I found today also out but anyway thanks! :)

    alfziterbacke374Jan 18, 2024Ā· 8 reactions
    CivitAI

    I really need to say this is still the best model better then the ones who promoted as best from medium or other websites!

    2501Jan 21, 2024Ā· 3 reactions
    CivitAI

    Can you try and merge Animagine XL V3 with this model, extracting its best features into your AlbedoBase XL model???

    albedobond
    Author
    Jan 22, 2024

    Actually, I've been trying to merge it with 2.1pre for the past few days. I'm currently in the process of finding the optimal ratio for my custom merging algorithm.

    2501Jan 23, 2024

    @albedobondĀ crazy cool, I'll try it now.

    2501Jan 22, 2024Ā· 9 reactions
    CivitAI

    Btw. I have an nsfw dataset of concepts (So different concept images, hand-selected and sorted by concepts). If you want to train it into this model, I can send you the stuff.

    albedobond
    Author
    Jan 22, 2024

    You can send it to this ( [email protected] ) email, and I might or might not do it.

    kapper_bearJan 25, 2024Ā· 2 reactions
    CivitAI

    How do you use "DPM++ 2M SDE Heun Karras" as a sampler (as in the examples)? I haven't found that option.

    KinkauJan 26, 2024Ā· 1 reaction

    External generator, like A1111

    kapper_bearJan 26, 2024Ā· 1 reaction

    @KinkauĀ Ah I see this is an issue with ComfyUI, which I mostly use. It doesn't have that sampler, unlike A1111. Thanks!

    cheigho397Jan 29, 2024

    Honestly, I don't know which Karras Diffusionbee uses, as it just says Karras. So, I guessed. Still pretty new to this.

    moobangJan 26, 2024Ā· 2 reactions
    CivitAI

    Is this model possible to use with controlnet?