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  1. .gitattributes +4 -0
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+ "description": "<p><strong>LXT2.3 Image 2 Video</strong></p><p>This one is really only useful for image-to-video. I wanted the dicks to have realistic movement, proper rotation/zoom, and not turn into shapeless blobs if they ever got out of frame. It's far from perfect, but I'd say mission accomplished on those three fronts.</p><p>T2V is still a work in progress. You might get something passable, but most of the time it will generate (beautifully animated) blobs. I'll keep trying to perfect that one.</p><p>All of the example videos were generated on RunPod using<strong> </strong><a rel=\"ugc\" href=\"https://console.runpod.io/hub/template/ltx-2-3-t2v-i2v-vi2v-vt2v-inference-with-comfyui?id=p4f6rm9tb4\"><strong>this template</strong></a>. It works like a charm on a 5090, has really comprehensive documentation, and allows for downloading LoRAs and models, as well as great file management.</p><p><br /><strong>If you want to give a go, please use my referal link (</strong><a rel=\"ugc\" href=\"https://runpod.io?ref=box4f8d0\"><strong>HERE</strong></a><strong>) to get some free credits for you and for me. LTX training is expensive. </strong>(ᵕ—ᴗ—)</p><hr /><p>If you enjoyed this Lora, consider kicking a few bucks my way!<br /><a target=\"_blank\" rel=\"ugc\" href=\"https://ko-fi.com/jouhellerxxx\">https://ko-fi.com/jouhellerxxx</a></p><p></p>",
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+ {
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+ "description": "<p><em>(ALL previews are I2V. V2 previews made from lazy Chroma outputs and some others I quickly found on CivitAI and Booru images. Most previews are single-shot gens but some were selected as the best of 2~3 generated samples)</em></p><p></p><p><u>This LoRA is mostly meant to animate good sexual input images (I2V) with basic sex animations using very simple and short prompts and/or to assist other motion-specific loras.</u></p><p></p><p>This LoRA wants sex. It wants it so much that sometimes it gives you 'ok' animations even without a prompt. Its extremely biased in that regard so its really not good for advanced use cases such as changing characters positions or scenes.</p><p>If you give it a sexual scene input image that you can tell with just a glance 'what kind of movement the characters should be doing' - than this LoRA should be able to figure that movement on its own with just the correct trigger words.</p><p></p><p><strong>Audio</strong>: <u>not trained at all</u>. It contains audio layers from other loras merged together then injected into this one.</p><p></p><p>V1: may be better at anime</p><p>V2: better at realism, less over-fitting overall and broader knowledge</p><p></p><p><span style=\"color:rgb(250, 176, 5)\"><strong><u>Terminology</u>: </strong></span><span style=\"color:rgb(130, 201, 30)\"><strong>penis/pussy/fellatio/insert</strong></span><span style=\"color:rgb(250, 176, 5)\"><strong> </strong></span><strong>instead of</strong><span style=\"color:rgb(250, 176, 5)\"><strong> </strong></span><span style=\"color:rgb(250, 82, 82)\"><strong>dick/cock/vagina/blowjob/penetrate</strong></span></p><p></p><h3 id=\"trigger-words-with-notes-(colored-by-how-good-the-model-is-at-it-in-a-i2v-context):\"><span style=\"color:rgb(121, 80, 242)\">Trigger words with notes (colored by how good the model is at it in a I2V context):</span></h3><ul><li><p><span style=\"color:rgb(64, 192, 87)\">having sex</span> (this one is powerful due to its versatility)</p></li><li><p><span style=\"color:rgb(64, 192, 87)\">having sex in the cowgirl/reverse cowgirl/</span><span style=\"color:rgb(250, 176, 5)\">congress/reverse congress/mating press</span><span style=\"color:rgb(64, 192, 87)\">/missionary/doggystyle position</span> (if only 1 of these scenes exists in the input image than you should use this instead of just 'having sex')</p></li><li><p><span style=\"color:rgb(64, 192, 87)\">having sex while lifted in the air</span> (for scenes where the female's legs are in the air and should dangle around during sex)</p></li><li><p><span style=\"color:rgb(253, 126, 20)\">performing fellatio</span> (not very good. you should probably pair it with a fellatio-exclusive lora)</p></li><li><p><span style=\"color:rgb(250, 176, 5)\">performing a handjob with her right/left hand</span></p></li><li><p><span style=\"color:rgb(250, 176, 5)\">performing a handjob with his right/left hand on his own penis</span> (male masturbation. V2 exclusive)</p></li><li><p><span style=\"color:rgb(64, 192, 87)\">masturbating with a dildo</span></p></li><li><p><span style=\"color:rgb(250, 176, 5)\">masturbating with the fingers of her right/left hand</span></p></li><li><p><span style=\"color:rgb(64, 192, 87)\">thrusting in and out of her pussy</span> (helpful to complement sex and masturbation scenes)</p></li><li><p><span style=\"color:rgb(250, 82, 82)\">causing a stomach bulge with each thrust</span> (only knows a little bit of this so if you want this concept you should pair it with an actual stomach bulge lora)</p></li><li><p><span style=\"color:rgb(250, 82, 82)\">spreading her pussy with both hands // the fingers of her right/left hand</span> (not good at this either but it does have some knowledge)</p></li><li><p><span style=\"color:rgb(64, 192, 87)\">pubic hair // shaved pubic hair</span> (this is useful if you pair it in T2V mode with other loras. you can add it to the negative prompt on workflows with CFG higher than 1 to significantly reduce the chance of it appearing)</p></li><li><p><span style=\"color:rgb(250, 176, 5)\">horsedong</span> (not much but some e621 data is in my datasets and I used this word instead of 'penis' in cases where it made sense. it can help in furry animations that contain this kind of genital)</p></li><li><p><span style=\"color:rgb(250, 176, 5)\">inserts into her pussy</span> (this was used for penis, fingers, dildos and other objects)</p></li><li><p><span style=\"color:rgb(250, 176, 5)\">comes out of her pussy</span> (did not use this for penis removal but it may help with that. it was mostly for fully/half inserted big objects coming out from a pussy - to teach the model pussy physics of such animations)</p></li></ul><p></p><p></p><h3 id=\"extra-trigger-words-(mostly-for-negative-prompts-in-cfggreater1-workflows):\">Extra trigger words (mostly for negative prompts in CFG&gt;1 workflows):</h3><ul><li><p>static image, no movement. (used on images during training)</p></li><li><p>the camera is slowly panning left and right // up and down // in circular motions</p></li></ul><p></p><h3 id=\"downsidesweaknesses:\"><span style=\"color:rgb(230, 73, 128)\"><strong>Downsides/Weaknesses:</strong></span></h3><ul><li><p>Too much data to fit in a rank 128 LoRA, causing over-fitting. I believe what I tried to accomplish may be possible at rank 256 with batch_size = 16 training but that's something I can't do.</p></li><li><p>In I2V mode this lora will ignore most of your prompt if its not something in the available trigger words. It highly depends on the input image and prompt but this can be heavily mitigated by not using distillation or reducing it and using CFG&gt;1.</p></li><li><p><span style=\"color:rgb(250, 82, 82)\">Camera panning bias</span>. It likes to move the camera around a little even when not prompted for it. Can be mitigated with negative prompting - see 'Extra trigger words' section.</p></li><li><p><span style=\"color:rgb(250, 82, 82)\">Breast movement bias</span> so strong it may cause flat chests to move when they should not to the point it may even affect males depending on the input image and your prompt. May be solvable with negative prompting + CFG&gt;1.</p></li><li><p>Cowgirl <span style=\"color:rgb(250, 82, 82)\">sex </span><span style=\"color:rgb(250, 82, 82)\">scenes with only the woman moving are very difficult to generate</span> due to the lora's 'having sex' bias which in turn means 'man thrusting a penis inside a pussy' - as far as the lora understands it. This happens even without mentioning 'having sex' in the prompt.</p></li><li><p>Trained on very, very little anal sex data so it <span style=\"color:rgb(250, 82, 82)\">may hurt anal animations</span> a bit. V1 probably does this more than V2.</p></li><li><p><span style=\"color:rgb(250, 82, 82)\">Cant draw good genitals from scratch (T2V).</span></p></li></ul><p></p><p></p><h3 id=\"recommended-workflow-info:\"><strong>Recommended workflow info:</strong></h3><ul><li><p><span style=\"color:rgb(130, 201, 30)\">Option A (RECOMMENDED): 3-stage workflow with input image proportionally resized to a max dimension of 512.</span></p></li><li><p>Option B: 2-stage workflow with input image proportionally resized to a max dimension of 1024.</p></li><li><p>For input images with very complex backgrounds: use Option B, otherwise stick to Option A. Doing Option B helps avoiding unwanted motion of background objects and stuff because LTX sometimes does that if it does not fully understand the input. But this lora performs the best motion in 512px buckets so avoid Option B.</p></li><li><p><span style=\"color:rgb(130, 201, 30)\">For better I2V results avoid distillation or set it to just 25% + CFG=1.5 + 12~16 1st stage steps (2nd stage steps should be 75% of stage1 and 3rd stage should be 50%)</span></p></li></ul><p></p>",
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