LoRA Showcase
Model Description
Style LoRA based on Lightsource's Style. ( https://x.com/0Lightsource)
Please let me know your thoughts!
- License: [Cretive Commons Zero UniversAL]
- Finetuned from model [optional]: [ponyDiffusionV6XL_v6StartWithThisOne.safetensors (https://civitai.com/models/257749?modelVersionId=290640) (https://huggingface.co/AiAF/ponyDiffusionV6XL_v6StartWithThisOne.safetensors)]
Model Sources [optional]
- Civitai Source: [https://civitai.com/models/553464?modelVersionId=615931]
Uses
Stable Diffusion Model indtended to work with PonyDiffsuionV6 and models finetuned off of it (models like AutismMix for example)
Trigger Words:
lightsource (Artist), @0Lightsource, OLS (Artist)
Out-of-Scope Use
Will not work well, if at all, with non-PonyV6 models or non-PonyV6-finetunes. Will not work at all witl SDXL 1.0, SD 1.5, etc.
[More Information Needed]
Bias, Risks, and Limitations
[Simi-important note: During the image tagging process, I accidentally mispelled Marasaki's name as "Marusaki" and didn't catch the mistake until towards the end of the training process. Unfortunately this means his appearance will only be accurately generated if its spelled "Maru" instead of the correct "Mara". I may correct this via training a new version in the future.]
Recommendations
None
How to Get Started with the Model
If on a local A1111 set up, use the standard Lora:[name-of-LoRA-Goes-here]:[1] prompt. If you're using this on an external service like Civitai then it should be self explanitory.
[More Information Needed]
Training Details
Training Data
[https://huggingface.co/datasets/AiAF/Lightsource-0Lightsource-OLS_PonyXL-LoRA_Dataset]
Interrogation Data
{ "ss_epoch": "10", "ss_bucket_no_upscale": "False", "ss_total_batch_size": "25", "ss_num_batches_per_epoch": "69", "ss_new_vae_hash": "63aeecb90ff7bc1c115395962d3e803571385b61938377bc7089b36e81e92e2e", "ss_tag_frequency": "{"meta_lat.json": {}}", "ss_min_snr_gamma": "3", "ss_caption_dropout_every_n_epochs": "0", "ss_sd_model_hash": "e577480d", "ss_max_token_length": "225", "ss_shuffle_caption": "False", "ss_seed": "4479", "ss_sd_model_name": "v6.safetensors", "ss_reg_dataset_dirs": "{}", "ss_flip_aug": "False", "ss_lr_warmup_steps": "0", "ss_resolution": "(1024, 1024)", "ss_caption_dropout_rate": "0.0", "ss_gradient_checkpointing": "True", "ss_bucket_info": "{"buckets": {"0": {"resolution": [320, 1024], "count": 4}, "1": {"resolution": [384, 1024], "count": 2}, "2": {"resolution": [448, 1024], "count": 16}, "3": {"resolution": [512, 1024], "count": 32}, "4": {"resolution": [576, 1024], "count": 72}, "5": {"resolution": [640, 1024], "count": 126}, "6": {"resolution": [704, 1024], "count": 240}, "7": {"resolution": [768, 1024], "count": 182}, "8": {"resolution": [832, 1024], "count": 164}, "9": {"resolution": [896, 1024], "count": 76}, "10": {"resolution": [960, 1024], "count": 38}, "11": {"resolution": [1024, 320], "count": 2}, "12": {"resolution": [1024, 384], "count": 4}, "13": {"resolution": [1024, 448], "count": 2}, "14": {"resolution": [1024, 512], "count": 2}, "15": {"resolution": [1024, 576], "count": 26}, "16": {"resolution": [1024, 640], "count": 42}, "17": {"resolution": [1024, 704], "count": 84}, "18": {"resolution": [1024, 768], "count": 72}, "19": {"resolution": [1024, 832], "count": 52}, "20": {"resolution": [1024, 896], "count": 42}, "21": {"resolution": [1024, 960], "count": 34}, "22": {"resolution": [1024, 1024], "count": 32}}, "mean_img_ar_error": 0.0}", "ss_full_fp16": "False", "ss_scale_weight_norms": "None", "ss_mixed_precision": "fp16", "ss_max_grad_norm": "0", "ss_enable_bucket": "True", "ss_network_dropout": "None", "ss_training_comment": "None", "ss_training_finished_at": "1720056618.6869428", "ss_multires_noise_iterations": "6", "ss_random_crop": "False", "ss_num_epochs": "10", "ss_num_reg_images": "0", "ss_network_dim": "32", "ss_network_args": "{"conv_dim": "8", "conv_alpha": "1"}", "ss_num_train_images": "1346", "ss_gradient_accumulation_steps": "1", "ss_face_crop_aug_range": "None", "ss_lowram": "False", "ss_vae_name": "sdxl_vae.safetensors", "ss_clip_skip": "None", "ss_max_bucket_reso": "None", "sshs_model_hash": "86886e99d8a83793fe63cc21287344330858888423015fd998cc133c69a18862", "ss_batch_size_per_device": "25", "ss_v2": "False", "ss_unet_lr": "None", "ss_keep_tokens": "0", "ss_color_aug": "False", "ss_noise_offset": "None", "ss_optimizer": "transformers.optimization.Adafactor(scale_parameter=False,relative_step=False,warmup_init=False)", "ss_caption_tag_dropout_rate": "0.0", "ss_base_model_version": "sdxl_base_v0-9", "ss_zero_terminal_snr": "False", "ss_max_train_steps": "690", "ss_multires_noise_discount": "0.3", "ss_learning_rate": "0.001", "ss_adaptive_noise_scale": "None", "ss_network_module": "networks.lora", "ss_steps": "690", "ss_vae_hash": "d636e597", "ss_training_started_at": "1720053253.286365", "ss_sd_scripts_commit_hash": "05811296f6dc987f67f194689e106a326017b9d4", "ss_min_bucket_reso": "None", "ss_output_name": "Lightsource | @0Lightsource | OLS[PonyXL]", "ss_network_alpha": "32", "ss_prior_loss_weight": "1.0", "ss_lr_scheduler": "constant", "ss_new_sd_model_hash": "67ab2fd8ec439a89b3fedb15cc65f54336af163c7eb5e4f2acc98f090a29b0b3", "ss_text_encoder_lr": "None", "ss_cache_latents": "False", "sshs_legacy_hash": "76a48373", "ss_dataset_dirs": "{"meta_lat.json": {"n_repeats": 2, "img_count": 673}}", "ss_session_id": "2268693806" }
Model Type
[SDXL / PonyXL]
Hardware (used for training)
[Nvidia T4, L4, or A100]
Software
[https://github.com/Linaqruf/kohya-trainer/blob/main/kohya-LoRA-dreambooth.ipynb]
- Note: Repo is in Archived Read-only state as of May 14th, 2024. Can still be git cloned but may be depricated in some areas now that it's not being actively maintained. Contact me if you have any questions. I may be able to assist if you run into any problmems (please provide stack traces)
Model Card Authors [optional]
[AiAF]
Model Card Contact
[Civitai: https://civitai.com/user/AI_Art_Factory
Discord: ai_art_factory
Twitter: AiArt Factory (@AiArtFactory) / X (twitter.com)
TikTok: https://www.tiktok.com/@ai_art_factory?_t=8cykD6v1PRu&_r=1
Instagram: https://instagram.com/aiart.factory?igshid=NGExMmI2YTkyZg==
Deviantart: https://www.deviantart.com/aiartfactory ]
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