<h1 id="meet-riza!-bfl7g637f">Meet Riza!</h1>This LoRA is trained on top of <a target="_blank" rel="ugc" href="https://civarchive.com/models/372465?modelVersionId=914390">Pony Realism</a> Checkpoint. Riza was trained with 60 FLUX generated images and hand-crafted Tags. (If you want to learn more about LoRA Face training on Civit, just drop a comment and I'll pick it later).<h3 id="training-hints-(facecharacter-lora)-4k4wc86k1">Training Hints (Face/Character LoRA)</h3><ul><li>Data Prep is key - 15 images (10 similar, 5 diff angles) good to go, We went 60!</li><li>"Tags work better than captions" for LoRA training on SD and Pony.</li><li>How to tag for face training? For best results, It's split into static tags and dynamic tags!<ul><li>Static Tags:<ul><li>Name of character</li><li>Anatomy of face (detailed)</li><li>Hair color and length</li></ul></li><li>Dynamic Tags:<ul><li>Looking at viewer/ Looking away (Gaze)</li><li>Eye Level/ above angle/ below angle/ back angle/ over the shoulder (Camera Angle)</li><li>Expression (go detailed here, add multiple tags relevant to the image. eg: eye wink, big smile, curious expression, confident look etc)</li></ul></li></ul></li><li>Training PMs</li></ul><pre><code>"unetLR": 0.001, 
"clipSkip": 1, [2 is for anime and cartoons] 
"numRepeats": 7, 
"resolution": 512, 
"lrScheduler": "cosine", 
"targetSteps": 1050, 
"optimizerType": "Prodigy", 
"textEncoderLR": 0.00005, 
"maxTrainEpochs": 20, 
"shuffleCaption": false, 
"trainBatchSize": 8 
[Other PMs leave at default]</code></pre><h3 id="trigger-and-strength-bux42it5l">Trigger &amp; Strength</h3>To include this LoRA in your generation use the main keyword, "Riza" or "photo of Riza".Set the LoRA strength to 0.7-0.8<h3 id="generation-best-settings-up781f5mh">Generation best settings</h3><ul><li>CFG Scale: 6-8</li><li>Sampler: DPM++ 2M Karras (Euler doesn't give accurate results, but its pretty good too)</li><li>Steps: 30+</li><li>VAE: None (got better results than with detailer VAE)</li></ul><h3 id="prompt-anatomy-33hxhyczx">Prompt Anatomy</h3>Prompt: 1girl, solo, Riza, &lt;body_specs&gt;, &lt;pose&gt;, &lt;expression&gt;, &lt;location&gt;, &lt;lighting&gt;&lt;shot/style_details&gt;<ul><li>Since the training set is mostly images of the face and sitting upright, you may have to use () for poses and mentioned the body pose before going for expressions.</li><li>Maintaining prompt anatomy order is crucial for better results</li><li>For better body control, use: <a target="_blank" rel="ugc" href="https://civarchive.com/models/468146/body-type-slider">Body Type Slider </a>(It has some incredible cohesion with Pony Realism)</li><li>For pose, Don't use anime/cartoon styled pose LoRA, as it really messes up the overall realism and natural look, instead try to use vanilla pony realism to set up poses</li><li>Riza's expressions while training were very minimal, if you push the LoRA to be more expressive you may not get good results.</li><li>For good lighting control, I recommend <a target="_blank" rel="ugc" href="https://civarchive.com/articles/6621#lighting-n4vfqn7uq">Pony Realism's v2.2 lighting guide</a></li></ul>Negative: (Deformed eyes), Bad eyes, (Deformed Face), (Deformed Teeth), less detail, over expressive<ul><li>These are some important negative that gave us the best execution results.</li><li>Add <a target="_blank" rel="ugc" href="https://civarchive.com/articles/6621#high-realism-with-negative-prompt-am6vghzuh">other negatives</a> required for Pony Realism.</li></ul>Tip: Using score_9, score_8_up, score_7_up &amp; neg: score_6, score_5, score_4 has given us pretty bad results. From our understanding, these prompts generate images from a specific pool of characters (not characters, actually its good looking people) hence, messes with any face/character lora while generation.Check out our example creations for a better understanding<h3 id="variations-ut5l3o0lv">Variations</h3>Variations are the different expressions, camera angles and gaze, which we specifically trained to give users a lot of control for generating with Riza. Some common variations of Riza include,Gaze: looking at viewer, looking away, looking to the side, looking over shoulderCamera Angles: side angle, front angle, over the shoulder angle, top angleExpressions:<ul><li>gentle smile, bright smile, big smile with teeth, warm smile, subtle smile, playful smile, [most smiles might look the same, nonetheless we trained it xD]</li><li>intense gaze, sexy look, confident expression, curious expression, neutral expression, thoughtful expression, looking over shoulder, relaxed expression, elegant expression, caught off-guard, surprised expression, calm expression.</li></ul>Other Objects: hands shielding the face, eye wink, looking upward, hand on forehead, lips slightly parted, hair braid, necklace, messy bun<h2 id="we-will-be-launching-loras-of-more-beautiful-female-humans!-stay-tuned!-u9upaf3l9">We will be launching LoRAs of more beautiful female humans! Stay Tuned!</h2>

Riza (Pony Realism)

Standalone LoRA for Riza, with superior face resemblance across generations. The face perspective and structure is maintained across a lot of different expressions, camera angles and poses.

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