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Training
LoRA Training Settings Explained: Kohya_ss Parameter Deep Dive
Neura Editorial April 24, 2026
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Detailed explanation of every Kohya_ss LoRA training parameter with recommended values for SD 1.5, SDXL, and FLUX models.
Demystify LoRA training parameters in Kohya_ss GUI. Covers network rank/dimension (4-128, higher = more capacity but larger file), network alpha (typically half of rank), learning rate scheduling (cosine with restarts recommended), batch size vs gradient accumulation, optimizer selection (AdamW8bit vs Prodigy vs DAdaptation), caption strategies (tag-based vs natural language), regularization images, training resolution and bucketing, mixed precision (fp16 vs bf16), and SDXL/FLUX-specific settings. Includes recommended starting configurations for character, style, and concept LoRAs.
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