Upload lora-scripts/resize.ps1 with huggingface_hub
Browse files- lora-scripts/resize.ps1 +41 -0
lora-scripts/resize.ps1
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# LoRA resize script by @bdsqlsz
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$save_precision = "fp16" # precision in saving, default float | 保存精度, 可选 float、fp16、bf16, 默认 float
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$new_rank = 4 # dim rank of output LoRA | dim rank等级, 默认 4
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$model = "./output/lora_name.safetensors" # original LoRA model path need to resize, save as cpkt or safetensors | 需要调整大小的模型路径, 保存格式 cpkt 或 safetensors
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$save_to = "./output/lora_name_new.safetensors" # output LoRA model path, save as ckpt or safetensors | 输出路径, 保存格式 cpkt 或 safetensors
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$device = "cuda" # device to use, cuda for GPU | 使用 GPU跑, 默认 CPU
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$verbose = 1 # display verbose resizing information | rank变更时, 显示详细信息
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$dynamic_method = "" # Specify dynamic resizing method, --new_rank is used as a hard limit for max rank | 动态调节大小,可选"sv_ratio", "sv_fro", "sv_cumulative",默认无
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$dynamic_param = "" # Specify target for dynamic reduction | 动态参数,sv_ratio模式推荐1~2, sv_cumulative模式0~1, sv_fro模式0~1, 比sv_cumulative要高
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# Activate python venv
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.\venv\Scripts\activate
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$Env:HF_HOME = "huggingface"
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$ext_args = [System.Collections.ArrayList]::new()
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if ($verbose) {
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[void]$ext_args.Add("--verbose")
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}
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if ($dynamic_method) {
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[void]$ext_args.Add("--dynamic_method=" + $dynamic_method)
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}
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if ($dynamic_param) {
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[void]$ext_args.Add("--dynamic_param=" + $dynamic_param)
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}
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# run resize
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accelerate launch --num_cpu_threads_per_process=8 "./sd-scripts/networks/resize_lora.py" `
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--save_precision=$save_precision `
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--new_rank=$new_rank `
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--model=$model `
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--save_to=$save_to `
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--device=$device `
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$ext_args
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Write-Output "Resize finished"
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Read-Host | Out-Null ;
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