This section is dedicated to my tests towards training stable diffusion models. Posts will be focused on defining and testing a hypothesis about the various parameters within AI models. All experiment results will be recorded at the bottom of each blog post.
All experiments will be done on my local machine using an RTX 4090 GPU. Experiment datasets will remain private and won’t be distributed. Finally any models that perform as expected will be available for download.<\/p>\n\n\n\n
<\/p>\n","protected":false},"excerpt":{"rendered":"
AI module experiments<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"everybody","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":false,"jetpack_social_post_already_shared":false,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[67],"tags":[68,70,71],"class_list":["post-1350","post","type-post","status-publish","format-standard","hentry","category-stablediffusionai","tag-ai","tag-art","tag-dreambooth"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p6MIgq-lM","jetpack-related-posts":[{"id":1382,"url":"https:\/\/magiteker.com\/index.php\/2023\/06\/21\/resource-training-stable-diffusion-with-dreambooth\/","url_meta":{"origin":1350,"position":0},"title":"Resource: Training Stable Diffusion with Dreambooth","author":"Frank O'Hanlon","date":"June 21, 2023","format":false,"excerpt":"-Blog Post This article describes experiments with different Learning Rates in training models using Dreambooth. FTA: Summary of Initial Results To get good results training Stable Diffusion with Dreambooth, it's important to tune the learning rate and training steps for your dataset. High learning rates and too many training steps\u2026","rel":"","context":"In "Code"","block_context":{"text":"Code","link":"https:\/\/magiteker.com\/index.php\/category\/code\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":1386,"url":"https:\/\/magiteker.com\/index.php\/2023\/06\/21\/resource-dreambooth-training-readme\/","url_meta":{"origin":1350,"position":1},"title":"Resource: Dreambooth Training README","author":"Frank O'Hanlon","date":"June 21, 2023","format":false,"excerpt":"- Github README describing proper methods for constructing a dataset.According to the README Regularization images allow for prior preservation of a models existing dataset. Regularization images should be generated before training from the base model. Image classification should be a generic term ( i.e. person, cat, dog, man, woman ).\u2026","rel":"","context":"In "Code"","block_context":{"text":"Code","link":"https:\/\/magiteker.com\/index.php\/category\/code\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/magiteker.com\/wp-content\/uploads\/2023\/06\/image-1.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/magiteker.com\/wp-content\/uploads\/2023\/06\/image-1.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/magiteker.com\/wp-content\/uploads\/2023\/06\/image-1.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/magiteker.com\/wp-content\/uploads\/2023\/06\/image-1.png?resize=700%2C400&ssl=1 2x"},"classes":[]},{"id":1394,"url":"https:\/\/magiteker.com\/index.php\/2023\/06\/21\/how-to-turn-any-model-into-an-inpainting-model\/","url_meta":{"origin":1350,"position":2},"title":"Note: How to turn any model into an inpainting model","author":"Frank O'Hanlon","date":"June 21, 2023","format":false,"excerpt":"- Reddit Possible merging technique to enable inpainting on various models. May have implications for other types of merges.","rel":"","context":"In "Stable Diffusion"","block_context":{"text":"Stable Diffusion","link":"https:\/\/magiteker.com\/index.php\/category\/tutorials\/stablediffusionai\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/magiteker.com\/wp-content\/uploads\/2023\/06\/image.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/magiteker.com\/wp-content\/uploads\/2023\/06\/image.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/magiteker.com\/wp-content\/uploads\/2023\/06\/image.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/magiteker.com\/wp-content\/uploads\/2023\/06\/image.png?resize=700%2C400&ssl=1 2x"},"classes":[]},{"id":1437,"url":"https:\/\/magiteker.com\/index.php\/2023\/07\/08\/tbd-experiment-multiple-classifications\/","url_meta":{"origin":1350,"position":3},"title":"TBD Experiment: Multiple Classifications","author":"Frank O'Hanlon","date":"July 8, 2023","format":false,"excerpt":"Hypothesis: Dreambooth can utilize multiple classifications in regularization to improve model training while maintaining model style and data. Each classification should correspond to a tag that is common throughout the training data.","rel":"","context":"In "Stable Diffusion"","block_context":{"text":"Stable Diffusion","link":"https:\/\/magiteker.com\/index.php\/category\/tutorials\/stablediffusionai\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":1413,"url":"https:\/\/magiteker.com\/index.php\/2023\/06\/26\/experiment-high-accuracy-training\/","url_meta":{"origin":1350,"position":4},"title":"Experiment: High Accuracy Training","author":"Frank O'Hanlon","date":"June 26, 2023","format":false,"excerpt":"Utilizing Kohya_ss GUI I'm experimenting with various settings sourced from different tutorials in the hopes of gathering a basic configuration that can generate accurate renders while using as little time and VRAM as possible during training. Methodology: 1.) To quickly iterate through configurations I'm using a small dataset of 5\u2026","rel":"","context":"In "Stable Diffusion"","block_context":{"text":"Stable Diffusion","link":"https:\/\/magiteker.com\/index.php\/category\/tutorials\/stablediffusionai\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":1441,"url":"https:\/\/magiteker.com\/index.php\/2023\/07\/21\/retrieval-based-voice-conversion\/","url_meta":{"origin":1350,"position":5},"title":"Retrieval Based Voice Conversion","author":"Frank O'Hanlon","date":"July 21, 2023","format":false,"excerpt":"-Github Retrieval Based Voice Conversion is a technique for analyzing speech recordings and training an AI model to emulate vocal patterns. Using this system it is possible to create text to speech models with more natural voices. These models can also be utilized to sing lyrics to songs or recite\u2026","rel":"","context":"In "Stable Diffusion"","block_context":{"text":"Stable Diffusion","link":"https:\/\/magiteker.com\/index.php\/category\/tutorials\/stablediffusionai\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"_links":{"self":[{"href":"https:\/\/magiteker.com\/index.php\/wp-json\/wp\/v2\/posts\/1350","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/magiteker.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/magiteker.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/magiteker.com\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/magiteker.com\/index.php\/wp-json\/wp\/v2\/comments?post=1350"}],"version-history":[{"count":3,"href":"https:\/\/magiteker.com\/index.php\/wp-json\/wp\/v2\/posts\/1350\/revisions"}],"predecessor-version":[{"id":1354,"href":"https:\/\/magiteker.com\/index.php\/wp-json\/wp\/v2\/posts\/1350\/revisions\/1354"}],"wp:attachment":[{"href":"https:\/\/magiteker.com\/index.php\/wp-json\/wp\/v2\/media?parent=1350"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/magiteker.com\/index.php\/wp-json\/wp\/v2\/categories?post=1350"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/magiteker.com\/index.php\/wp-json\/wp\/v2\/tags?post=1350"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}