File:Fine-tune Stable Diffusion with LoRA for as low as $1.webm

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Original file(WebM audio/video file, VP9/Opus, length 17 min 36 s, 1,920 × 1,080 pixels, 533 kbps overall, file size: 67.01 MB)

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English: Fine-tuning large models doesn't have to be complicated and expensive. In this tutorial, I provide a step-by-step demonstration of the fine-tuning process for a Stable Diffusion model geared towards Pokemon image generation. Utilizing a pre-existing script sourced from the Hugging Face diffusers library, the configuration is set to leverage the LoRA algorithm from the Hugging Face PEFT library. The training procedure is executed on a modest AWS GPU instance (g4dn.xlarge), optimizing cost-effectiveness through the utilization of EC2 Spot Instances, resulting in a total cost as low as $1.

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- Blog: https://huggingface.co/blog/lora - Model: https://huggingface.co/juliensimon/stable-diffusion-v1-5-pokemon-lora - Dataset: https://huggingface.co/datasets/lambdalabs/pokemon-blip-captions - Amazon EC2 G4 instances: https://aws.amazon.com/ec2/instance-types/g4/

Follow me on Medium at https://julsimon.medium.com or Substack at https://julsimon.substack.com.
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Source YouTube: Fine-tune Stable Diffusion with LoRA for as low as $1 – View/save archived versions on archive.org and archive.today
Author Julien Simon

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This file is licensed under the Creative Commons Attribution 3.0 Unported license.
Attribution: Julien Simon
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Date/TimeThumbnailDimensionsUserComment
current15:46, 11 September 202417 min 36 s, 1,920 × 1,080 (67.01 MB)Prototyperspective (talk | contribs)Imported media from https://www.youtube.com/watch?v=Zev6F0T1L3Y

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Format Bitrate Download Status Encode time
VP9 1080P 965 kbps Completed 17:05, 11 September 2024 1 h 14 min 43 s
VP9 720P 581 kbps Completed 16:30, 11 September 2024 39 min 28 s
VP9 480P 332 kbps Completed 16:11, 11 September 2024 20 min 51 s
VP9 360P 201 kbps Completed 16:00, 11 September 2024 14 min 23 s
VP9 240P 138 kbps Completed 16:02, 11 September 2024 9 min 53 s
WebM 360P 718 kbps Completed 15:58, 11 September 2024 10 min 54 s
Streaming 144p (MJPEG) 1 Mbps Completed 15:47, 11 September 2024 1 min 14 s
Stereo (Opus) 72 kbps Completed 15:51, 11 September 2024 18 s
Stereo (MP3) 128 kbps Completed 15:51, 11 September 2024 20 s

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