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T-ponynai3 - v5.1(weight optimized) _ Stable Diffusion Checkpoint _ Civitai.txt

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+<https://education.civitai.com/civitais-100-beginners-guide-to-
+generative-ai-art/#heading-77>
+
+Updated: Jun 24, 2024
+base model <https://civitai.com/tag/base%20model>
+anime <https://civitai.com/tag/anime>nai <https://civitai.com/tag/
+nai>pony <https://civitai.com/tag/pony>nai3 <https://civitai.com/tag/nai3>
+
+v5.5
+
+v5.1(weight optimized)
+
+v5
+
+v4.1 (Optimized from v4)
+
+v4
+
+v3.5
+
+v3.0
+
+v2.0
+
+v1.0
+
+Remix
+
+00001-637755301-score_9,score_8_up,score_7_up,1girl,mudrock
+(arknights),dirty,feet,gloves,helmet,horns,soles,red
+eyes,barefoot,pointy ears,breas.png
+<https://civitai.com/images/14134777>
+
+👍
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+
+❤️
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+😂
+8
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+0
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+
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+archive),fang,pink hair,solo,twintails,hood,ahoge,long
+hair,chibi,halo,low twi.png
+<https://civitai.com/images/14134633>
+
+👍
+46
+
+❤️
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+
+😢
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+Remix
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+hair,red eyes,wings,claws,black dress,beautiful_face,.png
+<https://civitai.com/images/13768297>
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+<https://civitai.com/images/13764699>
+
+👍
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+❤️
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+0
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+
+00041-1854552702-
+score_9,score_8_up,score_7_up,source_cartoon,source_anime,source_furry,expressiveh,amy rose,by sonic team,red dress,white gloves.png
+<https://civitai.com/images/13767712>
+
+👍
+17
+
+❤️
+7
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+0
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+Remix
+
+00011-3453820399-(score_9,score_8_up,score_7_up),fu xuan _(honkai_ star
+rail_), [artist_ningen mame], {{ciloranko}}, [artist_sho {sho lwlw}],
+[[a.png
+<https://civitai.com/images/13918191>
+
+👍
+15
+
+❤️
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+
+😂
+2
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+0
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+Remix
+
+00001-76413905-score_9,score_8_up,score_7_up,1girl,cyberpunk,lucy
+_(cyberpunk_),.png
+<https://civitai.com/images/14292926>
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+👍
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+❤️
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+<https://civitai.com/images/14293169>
+
+👍
+15
+
+❤️
+5
+
+0
+
+Download (6.46 GB)
+ <https://civitai.com/api/download/models/533326>
+
+Verified: a month ago
+SafeTensor
+
+Details
+
+Type
+	
+Checkpoint Trained
+
+<https://github.com/civitai/civitai/wiki/How-to-use-models#fine-tuned-
+model-checkpoints-dreambooth-models>
+Stats
+	
+
+17,568
+Reviews
+	
+Overwhelmingly Positive <https://civitai.com/models/317902/reviews?
+modelVersionId=533326>
+(1,636)
+Published
+	May 28, 2024
+Base Model
+	
+Pony
+
+<https://youtu.be/IIy3YwsXtTE?si=YiJDxMODCOTkUUM4&t=417>
+Hash
+	
+AutoV2
+AC17F32D24
+
+AIR
+
+	
+|civitai:
+
+|
+|317902
+
+|
+|@
+
+|
+|533326
+
+|
+
+1 File
+
+Full Model bf16 (6.46 GB)
+Download
+ <https://civitai.com/api/download/models/533326?
+type=Model&format=SafeTensor&size=full&fp=bf16>
+
+Verified: a month ago
+SafeTensor
+
+About this version
+
+对于v5版本的一些问题进行一些总结。
+
+1，lora兼容性和肢体以及模糊的眼睛问题。lora兼容性是我对于这次训练的最终
+权重使用的有些过高了，某些情况下会出现过拟合。这个优化版本便是降低了相应
+权重的版本，肢体的崩坏��以及对于一些lora的兼容应该会好一些，对此我跑了几
+张使用基于v4.1训练的画风lora的对比图以供参考。眼睛模糊的问题应该是我训练
+了style_1的原因，使用的原始素材的眼睛就是模糊的，可以通过使用style_3或4
+来改善。
+
+2，体积光的曝光问题。我在测试的时候没有出现过这个问题，导致出现的原因应
+该是我使用了noise offset的训练参数，使得这个模型对于光的相关提示词的敏感
+度提升，导致原来一样权重的光的提示词导致的结果会更加明亮，我建议可以尝试
+不使用括号和数字来提升权重，由于sdxl对于提示词的敏感度，可以试试重复多次
+一样的提示词，这样不容易导致极端结果。同时，使用这个参数是为了修复少量提
+示词下的生成结果发黄的问题，对此我跑了几张对比图，以供参考。
+
+3，模型的复杂度变低的问题。理论上以及实测来说。v5应该是比之前版本更加干
+净的和多元的模型，在一些提示词的作用下应该能获得更加精准的表现力，同样的
+我跑了几张对比图来做比较。这次的训练集并没有采用一些过分复杂的素材，因为
+我觉得过分复杂的图像会使结果趋于过拟合，这一定导致了不少细节的缺失。
+
+目的： 我希望能够得到一个和之前版本有足够大差别的模型，而不是发布一个和
+之前几乎一摸一样的模型。这次各位的反馈是很好的试错机会，只靠我自己确实没
+有什么试错成本。在下个版本中我会尝试提高各个不同画风的素材量，使得不同素
+材的画风能够很好的融合在一起，并且能够实现画风的分离，用特定的prompt来切
+换画风，这或许需要一些新的训练技巧。感谢各位的反馈！
+
+Summarize some issues regarding the v5 version.
+
+1, Lora compatibility and issues with limbs and blurred eyes. Lora
+compatibility is that I used too much final weight for this training,
+and in some cases, overfitting may occur. This optimized version is the
+one that reduces the corresponding weight, and the limb collapse rate
+and compatibility with some Loras should be better. I have run several
+comparison charts of Loras trained with v4.1 for reference. The problem
+of blurred eyes should be the reason why I trained style_1. The eyes in
+the original material used are blurry, and can be improved by using
+style_3 or 4.
+
+2. Exposure issues with volume light. I did not encounter this issue
+during testing, and the reason for it should be that I used the noise
+offset training parameter to increase the sensitivity of the model to
+light related prompt words, resulting in brighter results when the same
+weight of light prompt words were used. I suggest trying not to use
+parentheses and numbers to increase the weight. Due to the sensitivity
+of sdxl to prompt words, you can try repeating the same prompt words
+multiple times to avoid extreme results. At the same time, using this
+parameter is to fix the problem of generating yellow results under a
+small number of prompt words. I have run several comparison graphs for
+reference.
+
+3. The problem of reduced model complexity. In theory and in practice.
+V5 should be a cleaner and more diverse model than the previous version,
+and with the help of some prompts, it should be able to achieve more
+accurate performance. Similarly, I ran several comparison charts for
+comparison. This training set did not use overly complex materials
+because I believe that overly complex images tend to overfit the
+results, which inevitably leads to a certain degree of detail loss.
+
+Purpose: I hope to obtain a model that is significantly different from
+the previous version, rather than releasing a model that is almost
+identical to the previous version. This feedback from everyone is a
+great opportunity for trial and error, and I really don't have any trial
+and error costs on my own. In the next version, I will try to increase
+the amount of materials for different art styles, so that the art styles
+of different materials can be well integrated and separated. Using
+specific prompts to switch art styles may require some new training
+techniques. Thank you for your feedback!
+
+Show more
+Base Model Creators position #8
+#8
+<https://civitai.com/leaderboard/base%20model?position=8>
+Followers - 1944
+
+1.9k
+Likes - 22796
+
+22.8k
+Downloads - 170862
+
+171k
+Bronze Base model Badge
+Tonade's Avatar
+Tonade
+Joined Feb 19, 2023
+ <https://civitai.com/user/Tonade>
+
+Follow
+
+<https://tensor.art/u/619228147124150668>
+
+<https://tusi.art/u/603175466068636443>
+
+License:
+CreativeML Open RAIL++-M <https://github.com/Stability-AI/generative-
+models/blob/main/model_licenses/LICENSE-SDXL1.0>
+
+Remix
+
+00001-637755301-score_9,score_8_up,score_7_up,1girl,mudrock
+(arknights),dirty,feet,gloves,helmet,horns,soles,red
+eyes,barefoot,pointy ears,breas.png
+<https://civitai.com/images/14134777>
+
+👍
+69
+
+❤️
+57
+
+😂
+8
+
+0
+
+Remix
+
+00000-3097229160-score_9,score_8_up,score_7_up,1girl,hoshino (blue
+archive),fang,pink hair,solo,twintails,hood,ahoge,long
+hair,chibi,halo,low twi.png
+<https://civitai.com/images/14134633>
+
+👍
+46
+
+❤️
+26
+
+😢
+3
+
+0
+
+Remix
+
+00043-3453907983-(score_9,score_8_up,score_7_up),1girl,girl demon,red
+hair,red eyes,wings,claws,black dress,beautiful_face,.png
+<https://civitai.com/images/13768297>
+👍
+51
+
+❤️
+26
+
+😂
+3
+
+😢
+2
+
+0
+
+Remix
+
+00023-3453907983-(score_9,score_8_up,score_7_up),1girl,girl demon,red
+hair,red eyes,wings,claws,black dress,beautiful_face,.png
+<https://civitai.com/images/13764708>
+
+👍
+20
+
+❤️
+6
+
+😂
+3
+
+0
+
+Remix
+
+00030-1225173844-score_9,score_8_up,score_7_up,1girl,.png
+<https://civitai.com/images/13768355>
+
+👍
+18
+
+❤️
+5
+
+0
+
+Remix
+
+00024-1363251395-score_9,score_8_up,score_7_up,1girl,.png
+<https://civitai.com/images/13764693>
+
+👍
+26
+
+❤️
+10
+
+0
+
+Remix
+
+00022-1217328102-(score_9,score_8_up,score_7_up,),futa,white stockings,2
+ball in underwear,lift legs up,spread legs,Sit on the ground,feet above.png
+<https://civitai.com/images/13764694>
+👍
+26
+
+❤️
+20
+
+😂
+7
+
+😢
+2
+
+0
+
+Remix
+
+00025-3201869035-score_9,score_8_up,score_7_up,1girl,.png
+<https://civitai.com/images/13764697>
+
+👍
+17
+
+❤️
+2
+
+0
+
+Remix
+
+00021-1978158465-
+(score_9,score_8_up,score_7_up,),1girl,solo,_lora_tpony-style-v2_0.8_,.png
+<https://civitai.com/images/13764699>
+
+👍
+15
+
+❤️
+1
+
+0
+
+Remix
+
+00041-1854552702-
+score_9,score_8_up,score_7_up,source_cartoon,source_anime,source_furry,expressiveh,amy rose,by sonic team,red dress,white gloves.png
+<https://civitai.com/images/13767712>
+
+👍
+17
+
+❤️
+7
+
+0
+
+Remix
+
+00011-3453820399-(score_9,score_8_up,score_7_up),fu xuan _(honkai_ star
+rail_), [artist_ningen mame], {{ciloranko}}, [artist_sho {sho lwlw}],
+[[a.png
+<https://civitai.com/images/13918191>
+
+👍
+15
+
+❤️
+9
+
+😂
+2
+
+0
+
+Remix
+
+00001-76413905-score_9,score_8_up,score_7_up,1girl,cyberpunk,lucy
+_(cyberpunk_),.png
+<https://civitai.com/images/14292926>
+
+👍
+19
+
+❤️
+8
+
+0
+
+Remix
+
+00002-69154965-score_9,score_8_up,score_7_up,1girl,cyberpunk,lucy
+_(cyberpunk_),.png
+<https://civitai.com/images/14293169>
+
+👍
+15
+
+❤️
+5
+
+0
+
+
+  */模型已经内置vae了，不需要额外添加vae/*
+
+
+  */The model already has included vae, there is no need to add
+  additional vae/*
+
+
+  */最佳的出图策略是适中的分辨率开高清修复，而不是直接使用大分辨率直出/*
+
+
+  */The best generate strategy is to use high-fix at a moderate
+  resolution, rather than directly using high-resolution direct output/*
+
+
+      [未认证]Tonade正在创作T-ponynai3模型作者，c站id：Tonade， | 爱发电
+      ( <https://afdian.net/a/Tonade>afdian.net <http://afdian.net/>)
+      <https://afdian.net/a/Tonade>
+
+
+      这里是爱发电的赞助通道，觉得模型好用且有余力的话可以支持一下！万不
+      要勉强，感谢你们的每一份支持，会继续探索怎么把模型练好的!
+
+
+      (33) T-ponynai3-v5 - （权重修改版本） | Stable Diffusion
+      Checkpoint | 吐司 <https://tusiart.com/
+      models/732586820736433698>tusi.cn <http://tusi.cn/>( <https://
+      tusiart.com/models/732586820736433698>tusiart.com) tusiart(china
+      version tensor) online generate link
+
+
+      (Because the model can only exist on both Tusi and Tensor
+      simultaneously, it is better to use it in Tusi. If there are any
+      issues with its use, please point them out more to me）
+
+
+    v5版本新加了4个style，可以通过style_1到style_4来微调画面细节（理论上
+    是这样的，实际效果比较玄学）
+
+
+    V5 versionhas added 4 new styles, which can be used to fine tune the
+    details of the image through style_1 to style_4 (theoretically, this
+    is the case, but the actual effect is more mystical or lower)
+
+本模型完美支持由ponyv6为底模训练的模型，ani3，sdxl1.0的lora也能在某种程
+度上适配
+
+This model perfectly supports lora trained with ponyv6 as the base
+model, and the Lora of ani3 and sdxl1.0 can also be adapted to some extent.
+
+基于v4.1的图生图测试（这是在之前版本里被忽略的部分）
+
+Image inpaint testing based on v4.1 (this is a previously overlooked part)
+
+
+      pony是神，兼容性满分。本模型支持ani，pony的lora
+
+必备前置效果词和ponydiffusion一样
+
+*_positive_*_:_*(score_9,score_8_up,score_7_up,score_6_up,score_5_up,score_4_up)*
+
+OR (score_9,score_8_up,score_7_up)
+
+*负面可加：*
+
+*_negative_:(score_4,score_3,score_2,score_1),*
+
+*也可以加正常的nai系负面词，例如：*
+
+*_negative_: worst quality, bad hands, bad feet*
+
+
+      hope u like it ᕕ(◠ڼ◠)ᕗbase on nai3 and ponyv6
+
+
+      *训练须知：v1*使用了94张，v2用了119张，v3用了348张，v3.5用了474
+      张，nai3生成的图片,训练的lora融进底模进行微调，pony支持的画师tag都
+      支持，使用两个以上的画师tag可能会导致背景崩溃，目前发现能生成原神
+      的角色，其他的不知道了，对于这个模型我测试的也不多，惊叹于其对于
+      nai3的画风复刻中。底模是T-anime-xl和ponyv6以及ani3的融合模型，并未
+      发布。
+
+使用的训练显卡是我自己的3090显卡，v1到v3分别使用了7小时，12小时，35小
+时，47小时
+
+
+      Training Instructions：Merge Lora used 94 pictures for v1, 119
+      pics for v2, 348 pics for v3, 474 pics for v3.5,which generated by
+      NAI3 to train into the basemodel for fine-tuning,Pony supports all
+      artist tags which ponyv6 already have, but there is no any
+      addition artist tag from nai3. Using more than two artist tags may
+      cause background crashes,At present, it has been found that
+      characters that can generate Genshin Impact.I don't know the
+      others.I haven't tested much for this model.,Marvel at its
+      reproduction of the painting style of NAI3.The base model is a
+      fusion model of T-anime-xl and ponyv6 and animage3, which has not
+      been released
+
+The training graphics card I used was my own 3090 graphics card, which
+was used for 7 hours, 12 hours, and 35 hours and 47 hours from v1 to
+v3.5, respectively.
+
+
+  v1
+
+一次有趣的尝试
+
+An interesting attempt
+
+
+  v2
+
+在v1的基础上略微增加了训练集，并经历了30小时左右的参数试错，但是训练出来
+的画风仍然具有一些过拟合，例如双重肚脐眼以及杂乱的头发
+
+On the basis of v1, the training set was slightly increased and went
+through about 30 hours of trial and error, but the trained art style
+still had some overfitting, such as double navel eyes and messy hair
+
+
+  v3
+
+v3的肢体会比v2的更好，对于footfocus的理解v3可以生成视觉冲击更大的脚，也
+更高难度的透视视角，v3的头发的ai感也比v2要弱，因为v2的训练集太少了，所以
+头发部分会有些过拟合，而且v2偶尔会出现的双肚脐眼也没了。总体来说三倍于v2
+训练集的大小以及更大的dim参数使得画风拟合的更加自然，而且在长prompt下的
+表现力远远强于v2。
+
+The limbs of v3 are better than those of v2. In terms of understanding
+footfocus, v3 can generate feet with greater visual impact and higher
+difficulty perspective. The AI feeling of v3's hair is also weaker than
+that of v2, because v2 has too little training set, so the hair part may
+be slightly overfitting, and the occasional double navel eyes that
+appear in v2 are also gone. Overall, three times the size of the v2
+training set and a larger dim parameter make the art style fit more
+natural, and the performance is much stronger than v2 under long prompts.
+
+
+  v3.5
+
+*_在这个版本中，对于质量词的要求并不那么严谨，可以完全不用pony的美学评分
+的质量词去出图，在测试中偶尔会出现图片生成无意义的色块的情况，只需要将美
+学评分的质量词换成1.5常用的质量词就行，例如score_1,score_2换成worst
+quality。_*这个版本我多加入了150张左右的训练集来平衡以及充实画风，并且减
+少了学习曲线的初始斜率，这让这个模型没有那么过拟合，可以适配更多的lora以
+及奇思妙想的提示词。总体来说，这个版本是相较v3版本更加自由的一个版本，并
+且这个版本对于男性的刻画要远强于v3，在某些提示词下的色彩以及画风没有那么
+过分鲜艳以及油腻。
+
+*_In this version, the requirements for quality words are not so strict,
+you can completely not to use the quality words of pony's aesthetic
+score to plot the picture, and occasionally there will be a situation
+where the picture generates meaningless color blocks in the test, you
+only need to replace the quality words of the aesthetic score with 1.5
+commonly used quality words, such as score_1, score_2 replace it with
+worst quality._//*In this version, I added about 150 more training sets
+to balance and enrich the art style, and reduced the initial slope of
+the learning curve, which makes this model less overfitted and can be
+adapted to more lora and whimsical prompts. Overall, this version is a
+freer version than the v3 version, and this version is much stronger
+than the v3 version, and the colors and style of painting under some
+hints are not so bright and greasy.
+
+
+  v4
+
+这个版本使用了798张图片作为训练素材，并使用3090显卡训练了90个小时。这个
+版���相较于v3.5在某些prompt下的构图以及对于某些部位的刻画更加正确，比如手
+指部分的重影以及一些身体部位的重叠。在prompt方面，我还是以中等长度以及稍
+短长度的prompt作为主要的训练目标，毕竟谁都不喜欢写一长串的prompt才能生成
+质量好的图是吧？在去掉pony的美学得分的质量prompt后，图像的质量相比v3.5有
+很高的提升，出图的质量会偏向于更加平面而非立体的画面，更加接近于经典的动
+漫画风。对于图片数量对于ponyv6的微调效果的测试接近尾声，下一步就是从
+prompt的训练标签入手，尝试在pony有限的单次训练素材数量里面添加更多可调控
+的prompt（例如将美学评分加入进去，现在的训练逻辑还是用主流的质量词去覆盖
+掉pony的美学得分质量词），并且会持续增添合适的新训练素材，例如场景的训练
+素材以及更多的足部训练素材（v4的足部训练素材似乎有点少了）。
+
+This version used 798 images as training materials and trained for 90
+hours using a 3090 graphics card. This version has a more accurate
+composition and depiction of certain parts in certain prompts compared
+to v3.5, such as ghosting of fingers and overlapping of some body parts.
+In terms of prompts, my main training goal is to use medium and slightly
+shorter prompts, as nobody likes to write a long string of prompts to
+generate high-quality images, right? After removing the quality prompt
+of Pony's aesthetic score, the image quality has been significantly
+improved compared to v3.5, and the resulting quality tends to be more
+flat rather than three-dimensional, closer to the classic anime style.
+The testing of the fine-tuning effect of Ponyv6 on the number of images
+is nearing completion. The next step is to start with the training
+labels of prompts and try to add more adjustable prompts to Pony's
+limited number of single training materials (such as adding aesthetic
+scores, the current training logic still uses mainstream quality words
+to cover Pony's aesthetic score quality words), and continue to add
+suitable new training materials, such as scene training materials and
+more foot training materials (v4's foot training materials seem to be a
+bit scarce).
+
+
+  v4.1
+
+向各位用户道歉在这么短时间内又出了个新版本，这十分考验电脑的内存以及网络
+速度。O_O
+
+Firstly, I would like to apologize to all users for the release of a new
+version in such a short period of time, which greatly tests the
+computer's memory and network speed. O_O
+
+这个新版本是基于v4的肢体调试版本，由于v4的肢体效果实在有些难以控制，手部
+的完美率在经过测试也没有达到我这几天的测试预期。所以我和我的朋友木猫猫猫
+对v4进行了一些调整以及改善，最终使得v4.1的肢体达到了我的预期，我将会放出
+几个xy图来清晰的展现v4.1在相同参数下生成图片对比v4的改善程度。
+
+This new version is based on the limb debugging version of v4. Due to
+the difficulty in controlling the limb effects of v4, the perfection
+rate of the hands did not meet my testing expectations in the past few
+days. So my friend 木猫猫猫 and I made some adjustments and improvements
+to v4, which ultimately made the limbs of v4.1 meet my expectations. I
+will release several xy graphs to clearly show the improvement of v4.1
+compared to v4 under the same parameters.
+
+
+  v5
+
+这个版本训练素材减少了，由于v4的失利，所以我开展了另一个项目，以来从一个
+小的显存占用的角度来测试我的想法，就是训练了四个不同画风的适配于T-
+ponynai3的画风lora，当然原始模型也上传了civitai。在测试完适配性后，我便
+开始将这四组不同的画风作为添加剂训练进T-ponynai3-v5。令人惊讶的是，v5的
+线条质感好了一个大档次，应该是我训练了一个很细腻的素材的缘故，对于这四个
+画风的打标，我使用了style_1到style_4的提示词，遗憾的是，不知为何，这四个
+画风并没有各自分开，或者是效果微弱，反而很好的融合进了原始画风。尽管没有
+达到支持多个画风的目的，但是很好的将原始的nai3画风的质感提升了一个档次，
+或许下个版本可以尝试更进一步。（我很喜欢打游戏，每次训练的时候不能玩电脑
+游戏对我来说太难了）
+
+The training materials for this version have been reduced. Due to the
+failure of v4, I launched another project to test my idea from a small
+perspective of memory usage, which is to train four different art styles
+of Lora adapted to T-ponynai3. Of course, the original model was also
+uploaded to Civitai. After testing the adaptability, I started training
+these four different art styles as additives into T-ponynai3-v5.
+Surprisingly, The line texture of v5 has improved to a high level,
+probably because I trained a very delicate material. For the marking of
+these four art styles, I used the prompt words from style_1 to style_4.
+Unfortunately, for some reason, these four art styles were not separated
+or the effect was weak, but rather integrated well into the original art
+style. Although it did not achieve the goal of supporting multiple art
+styles, it effectively elevated the texture of the original Nai3 art
+style to a higher level. Perhaps the next version can try to take it
+even further. (I really enjoy playing games, and it's too difficult for
+me to play computer games every time I train.)
+
+对于v5版本的一些问题进行一些总结。
+
+1，lora兼容性和肢体以及模糊的眼睛问题。lora兼容性是我对于这次训练的最终
+权重使用的有些过高了，某些情况下会出现过拟合。这个优化版本便是降低了相应
+权重的版本，肢体的崩坏率以及对于一些lora的兼容应该会好一些，对此我跑了几
+张使用基于v4.1训练的画风lora的对比图以供参考。眼睛模糊的问题应该是我训练
+了style_1的原因，使用的原始素材的眼睛就是模糊的，可以通过使用style_3或4
+来改善。
+
+2，体积光的曝光问题。我在测试的时候没有出现过这个问题，导致出现的原因应
+该是我使用了noise offset的训练参数，使得这个模型对于光的相关提示词的敏感
+度提升，导致原来一样权重的光的提示词导致的结果会更加明亮，我建议可以尝试
+不使用括号和数字来提升权重，由于sdxl对于提示词的敏感度，可以试试重复多次
+一样的提示词，这样不容易导致极端结果。同时，使用这个参数是为了修复少量提
+示词下的生成结果发黄的问题，对此我跑了几张对比图，以供参考。
+
+3，模型的复杂度变低的问题。理论上以及实测来说。v5应该是比之前版本更加干
+净的和多元的模型，在一些提示词的作用下应该能获得更加精准的表现力，同样的
+我跑了几张对比图来做比较。这次的训练集并没有采用一些过分复杂的素材，因为
+我觉得过分复杂的图像会使结果趋于过拟合，这一定导致了不少细节的缺失。
+
+目的： 我希望能够得到一个和之前版本有足够大差别的模型，而不是发布一个和
+之前几乎一摸一样的模型。这次各位的反馈是很好的试错机会，只靠我自己确实没
+有什么试错成本。在下个版本中我会尝试提高各个不同画风的素材量，使得不同素
+材的画风能够很好的融合在一起，并且能够实现画风的分离，用特定的prompt来切
+换画风，这或许需要一些新的训练技巧。感谢各位的反馈！
+
+Summarize some issues regarding the v5 version.
+
+1, Lora compatibility and issues with limbs and blurred eyes. Lora
+compatibility is that I used too much final weight for this training,
+and in some cases, overfitting may occur. This optimized version is the
+one that reduces the corresponding weight, and the limb collapse rate
+and compatibility with some Loras should be better. I have run several
+comparison charts of Loras trained with v4.1 for reference. The problem
+of blurred eyes should be the reason why I trained style_1. The eyes in
+the original material used are blurry, and can be improved by using
+style_3 or 4.
+
+2. Exposure issues with volume light. I did not encounter this issue
+during testing, and the reason for it should be that I used the noise
+offset training parameter to increase the sensitivity of the model to
+light related prompt words, resulting in brighter results when the same
+weight of light prompt words were used. I suggest trying not to use
+parentheses and numbers to increase the weight. Due to the sensitivity
+of sdxl to prompt words, you can try repeating the same prompt words
+multiple times to avoid extreme results. At the same time, using this
+parameter is to fix the problem of generating yellow results under a
+small number of prompt words. I have run several comparison graphs for
+reference.
+
+3. The problem of reduced model complexity. In theory and in practice.
+V5 should be a cleaner and more diverse model than the previous version,
+and with the help of some prompts, it should be able to achieve more
+accurate performance. Similarly, I ran several comparison charts for
+comparison. This training set did not use overly complex materials
+because I believe that overly complex images tend to overfit the
+results, which inevitably leads to a certain degree of detail loss.
+
+Purpose: I hope to obtain a model that is significantly different from
+the previous version, rather than releasing a model that is almost
+identical to the previous version. This feedback from everyone is a
+great opportunity for trial and error, and I really don't have any trial
+and error costs on my own. In the next version, I will try to increase
+the amount of materials for different art styles, so that the art styles
+of different materials can be well integrated and separated. Using
+specific prompts to switch art styles may require some new training
+techniques. Thank you for your feedback!
+
+Hide
+
+
+    Suggested Resources
+
+Checkpoint
+
+ponydiffwall2.png
+
+PurpleSmartAI's Avatar
+Pony Diffusion V6 XL
+
+27.2k
+
+971
+
+281k
+ <https://civitai.com/models/257749/pony-diffusion-v6-xl>
+
+LoRA
+
+00026-2919229892.png
+
+Chenkin's Avatar
+All Characters in Arknights 明日方舟全角色
+
+210
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+6
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+ <https://civitai.com/models/462775/all-characters-in-arknights>
+
+
+    Discussion
+
+Add Comment
+
+boben4ik's Avatar
+ <https://civitai.com/user/boben4ik>
+boben4ik
+ <https://civitai.com/user/boben4ik>
+21 hours ago
+
+Thank you for your job!
+
+❤️
+2
+
+1
+
+A9
+ <https://civitai.com/user/A9616777>
+A9616777
+ <https://civitai.com/user/A9616777>
+a day ago
+
+这次5.5是有啥更新吗？
+
+👍
+1
+
+2
+
+Zoropaton's Avatar
+ <https://civitai.com/user/Zoropaton>
+Zoropaton
+ <https://civitai.com/user/Zoropaton>
+2 days ago
+
+I'm not sure but v4.1 style is better from other versions 🤷‍♂️ that what
+I see
+
+👍
+1
+
+0
+
+SA
+ <https://civitai.com/user/sanzhu>
+sanzhu
+ <https://civitai.com/user/sanzhu>
+3 days ago
+
+我在nai3尝试还原这个画风，能请问一下画师tag吗谢谢
+
+👍
+1
+
+1
+
+FishEyeG's Avatar
+ <https://civitai.com/user/FishEyeG>
+FishEyeG
+ <https://civitai.com/user/FishEyeG>
+19 hours ago
+
+5.5更新了什么？~看到有一张dark暗图，暗光可太棒了！
+
+👍
+2
+
+1
+
+neeltheninja's Avatar
+ <https://civitai.com/user/neeltheninja>
+neeltheninja
+Bronze Tools Badge
+ <https://civitai.com/user/neeltheninja>
+20 hours ago
+
+Truly one of the best pony fine tunes out there.
+
+👍
+2
+
+1
+
+LE
+ <https://civitai.com/user/LetTheBassDrop>
+LetTheBassDrop
+ <https://civitai.com/user/LetTheBassDrop>
+11 hours ago
+
+Aww yah! New release! (happy dance)
+
+😂
+1
+
+0
+
+2125152512551's Avatar
+ <https://civitai.com/user/2125152512551>
+2125152512551
+ <https://civitai.com/user/2125152512551>
+12 hours ago
+
+有时画面会特别黑，黑到看不清楚细节
+
+👍
+1
+
+0
+
+Load more
+
+See 3 more hidden comments
+ <https://civitai.com/models/317902?
+modelVersionId=533326&dialog=hiddenModelComments&modelId=317902>
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+T-ponynai3 - v5.1(weight optimized) | Stable Diffusion Checkpoint | Civitai
+

tPonynai3_v51WeightOptimized.safetensors

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