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torchrun --nproc_per_node=8 --master_port=30001 main.py -c configs/image/unconditional/metfaces_faster.yaml -p train data.batch_size=8 | ||
torchrun --nproc_per_node=8 --master_port=30001 main.py -c configs/image/unconditional/metfaces_faster.yaml -p train | ||
# | ||
torchrun --nproc_per_node=8 --master_port=30002 main.py -c configs/image/unconditional/metfaces_base.yaml -p train data.batch_size=8 | ||
torchrun --nproc_per_node=8 --master_port=30002 main.py -c configs/image/unconditional/metfaces_base.yaml -p train | ||
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torchrun --nproc_per_node=8 --master_port=30001 main.py -c configs/image/unconditional/metfaces_faster.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces/faster/train/checkpoints/0040000.pt" | ||
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torchrun --nproc_per_node=8 --master_port=30001 main.py -c configs/image/unconditional/metfaces_base.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces/base/train/checkpoints/0040000.pt" | ||
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# eval | ||
python -m pytorch_fid /home/yuanzhihang/metfaces/images /mnt/public/yuanzhihang/outputs/metfaces/faster/inference/0040000 | ||
python -m pytorch_fid /home/yuanzhihang/metfaces/images /mnt/public/yuanzhihang/outputs/metfaces/base/inference/0040000 |
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torchrun --nproc_per_node=8 --master_port=30001 main.py -c configs/image/image_256/dit_xl2.yaml -p train | ||
0torchrun --nproc_per_node=8 --master_port=30001 main.py -c configs/image/image_256/dit_xl2.yaml -p train |
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#torchrun --nproc_per_node=8 --master_port=30001 main.py -c configs/image/unconditional/metfaces_faster.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces/faster/train/checkpoints/0040000.pt" | ||
#torchrun --nproc_per_node=8 --master_port=30001 main.py -c configs/image/unconditional/metfaces_base.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces/base/train/checkpoints/0040000.pt" | ||
# | ||
#torchrun --nproc_per_node=8 --master_port=30001 main.py -c configs/image/unconditional/metfaces_faster.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces/faster/train/checkpoints/0030000.pt" | ||
#torchrun --nproc_per_node=8 --master_port=30001 main.py -c configs/image/unconditional/metfaces_base.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces/base/train/checkpoints/0030000.pt" | ||
# | ||
#torchrun --nproc_per_node=8 --master_port=30001 main.py -c configs/image/unconditional/metfaces_faster.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces/faster/train/checkpoints/0020000.pt" | ||
#torchrun --nproc_per_node=8 --master_port=30001 main.py -c configs/image/unconditional/metfaces_base.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces/base/train/checkpoints/0020000.pt" | ||
# | ||
#torchrun --nproc_per_node=8 --master_port=30001 main.py -c configs/image/unconditional/metfaces_faster.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces/faster/train/checkpoints/0010000.pt" | ||
#torchrun --nproc_per_node=8 --master_port=30001 main.py -c configs/image/unconditional/metfaces_base.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces/base/train/checkpoints/0010000.pt" | ||
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# eval | ||
python -m pytorch_fid /home/yuanzhihang/metfaces/images /mnt/public/yuanzhihang/outputs/metfaces/faster/inference/0040000 | ||
python -m pytorch_fid /home/yuanzhihang/metfaces/images /mnt/public/yuanzhihang/outputs/metfaces/base/inference/0040000 | ||
python -m pytorch_fid /home/yuanzhihang/metfaces/images /mnt/public/yuanzhihang/outputs/metfaces/faster/inference/0030000 | ||
python -m pytorch_fid /home/yuanzhihang/metfaces/images /mnt/public/yuanzhihang/outputs/metfaces/base/inference/0030000 | ||
python -m pytorch_fid /home/yuanzhihang/metfaces/images /mnt/public/yuanzhihang/outputs/metfaces/faster/inference/0020000 | ||
python -m pytorch_fid /home/yuanzhihang/metfaces/images /mnt/public/yuanzhihang/outputs/metfaces/base/inference/0020000 | ||
python -m pytorch_fid /home/yuanzhihang/metfaces/images /mnt/public/yuanzhihang/outputs/metfaces/faster/inference/0010000 | ||
python -m pytorch_fid /home/yuanzhihang/metfaces/images /mnt/public/yuanzhihang/outputs/metfaces/base/inference/0010000 |
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#torchrun --nproc_per_node=8 --master_port=30002 main.py -c configs/image/unconditional/ffhq_faster.yaml -p train | ||
#torchrun --nproc_per_node=8 --master_port=30002 main.py -c configs/image/unconditional/ffhq_base.yaml -p train | ||
# | ||
#python main.py -c configs/image/unconditional/ffhq_base.yaml -p train ckpt_path="" | ||
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torchrun --nproc_per_node=8 --master_port=30002 main.py -c configs/image/unconditional/ffhq_faster.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/ffhq/faster/train/checkpoints/0070000.pt" | ||
torchrun --nproc_per_node=8 --master_port=30002 main.py -c configs/image/unconditional/ffhq_base.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/ffhq/base/train/checkpoints/0070000.pt" | ||
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torchrun --nproc_per_node=8 --master_port=30002 main.py -c configs/image/unconditional/ffhq_faster.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/ffhq/faster/train/checkpoints/0080000.pt" | ||
torchrun --nproc_per_node=8 --master_port=30002 main.py -c configs/image/unconditional/ffhq_base.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/ffhq/base/train/checkpoints/0080000.pt" | ||
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#torchrun --nproc_per_node=8 --master_port=30002 main.py -c configs/image/unconditional/ffhq_faster.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/ffhq/faster/train/checkpoints/0060000.pt" | ||
#torchrun --nproc_per_node=8 --master_port=30002 main.py -c configs/image/unconditional/ffhq_base.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/ffhq/base/train/checkpoints/0060000.pt" | ||
# | ||
#torchrun --nproc_per_node=8 --master_port=30002 main.py -c configs/image/unconditional/ffhq_faster.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/ffhq/faster/train/checkpoints/0030000.pt" | ||
#torchrun --nproc_per_node=8 --master_port=30002 main.py -c configs/image/unconditional/ffhq_base.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/ffhq/base/train/checkpoints/0030000.pt" | ||
# | ||
#torchrun --nproc_per_node=8 --master_port=30002 main.py -c configs/image/unconditional/ffhq_faster.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/ffhq/faster/train/checkpoints/0020000.pt" | ||
#torchrun --nproc_per_node=8 --master_port=30002 main.py -c configs/image/unconditional/ffhq_base.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/ffhq/base/train/checkpoints/0020000.pt" | ||
# | ||
#torchrun --nproc_per_node=8 --master_port=30002 main.py -c configs/image/unconditional/ffhq_faster.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/ffhq/faster/train/checkpoints/0010000.pt" | ||
#torchrun --nproc_per_node=8 --master_port=30002 main.py -c configs/image/unconditional/ffhq_base.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/ffhq/base/train/checkpoints/0010000.pt" | ||
# | ||
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# | ||
#torchrun --nproc_per_node=8 --master_port=30002 main.py -c configs/image/unconditional/ffhq_faster.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/ffhq/faster/train/checkpoints/0010000.pt" | ||
#torchrun --nproc_per_node=8 --master_port=30002 main.py -c configs/image/unconditional/ffhq_base.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/ffhq/base/train/checkpoints/0010000.pt" |
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python -m pytorch_fid /mnt/public/yuanzhihang/ffhq/images256x256 /mnt/public/yuanzhihang/outputs/ffhq/faster/inference/0080000 | ||
python -m pytorch_fid /mnt/public/yuanzhihang/ffhq/images256x256 /mnt/public/yuanzhihang/outputs/ffhq/base/inference/0080000 | ||
python -m pytorch_fid /mnt/public/yuanzhihang/ffhq/images256x256 /mnt/public/yuanzhihang/outputs/ffhq/faster/inference/0070000 | ||
python -m pytorch_fid /mnt/public/yuanzhihang/ffhq/images256x256 /mnt/public/yuanzhihang/outputs/ffhq/base/inference/0070000 | ||
#python -m pytorch_fid /mnt/public/yuanzhihang/ffhq/images256x256 /mnt/public/yuanzhihang/outputs/ffhq/faster/inference/0040000 | ||
#python -m pytorch_fid /mnt/public/yuanzhihang/ffhq/images256x256 /mnt/public/yuanzhihang/outputs/ffhq/base/inference/0040000 | ||
#python -m pytorch_fid /mnt/public/yuanzhihang/ffhq/images256x256 /mnt/public/yuanzhihang/outputs/ffhq/faster/inference/0030000 | ||
#python -m pytorch_fid /mnt/public/yuanzhihang/ffhq/images256x256 /mnt/public/yuanzhihang/outputs/ffhq/base/inference/0030000 | ||
#python -m pytorch_fid /mnt/public/yuanzhihang/ffhq/images256x256 /mnt/public/yuanzhihang/outputs/ffhq/faster/inference/0020000 | ||
#python -m pytorch_fid /mnt/public/yuanzhihang/ffhq/images256x256 /mnt/public/yuanzhihang/outputs/ffhq/base/inference/0020000 | ||
#python -m pytorch_fid /mnt/public/yuanzhihang/ffhq/images256x256 /mnt/public/yuanzhihang/outputs/ffhq/faster/inference/0010000 | ||
#python -m pytorch_fid /mnt/public/yuanzhihang/ffhq/images256x256 /mnt/public/yuanzhihang/outputs/ffhq/base/inference/0010000 | ||
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# 6:21 | ||
torchrun --nproc_per_node=8 --master_port=30003 main.py -c configs/image/text2img/mscoco_faster.yaml -p train | ||
torchrun --nproc_per_node=8 --master_port=30003 main.py -c configs/image/text2img/mscoco_base.yaml -p train |
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torchrun --nproc_per_node=8 --master_port=30003 main.py -c configs/image/unconditional/metfaces_theory.yaml -p train | ||
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python main.py -c configs/image/text2img/mscoco_faster.yaml -p sample ckpt_path=/mnt/public/yuanzhihang/outputs/mscoco/base/train/checkpoints/0140000.pt | ||
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python main.py -c configs/image/text2img/mscoco_base.yaml -p sample ckpt_path=/mnt/public/yuanzhihang/outputs/mscoco/real_base/train/checkpoints/0140000.pt |
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#torchrun --nproc_per_node=8 --master_port=30003 main.py -c configs/image/text2img/mscoco_faster.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/mscoco/base/train/checkpoints/0100000.pt" | ||
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#torchrun --nproc_per_node=8 --master_port=30003 main.py -c configs/image/text2img/mscoco_faster.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/mscoco/base/train/checkpoints/0100000.pt" | ||
# | ||
#torchrun --nproc_per_node=8 --master_port=30003 main.py -c configs/image/text2img/mscoco_faster.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/mscoco/base/train/checkpoints/0200000.pt" | ||
# | ||
#torchrun --nproc_per_node=8 --master_port=30003 main.py -c configs/image/text2img/mscoco_faster.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/mscoco/base/train/checkpoints/0300000.pt" | ||
# | ||
#torchrun --nproc_per_node=8 --master_port=30003 main.py -c configs/image/text2img/mscoco_faster.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/mscoco/base/train/checkpoints/0400000.pt" | ||
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#torchrun --nproc_per_node=8 --master_port=30003 main.py -c configs/image/text2img/mscoco_base.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/mscoco/real_base/train/checkpoints/0100000.pt" | ||
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#python main.py -c configs/image/text2img/mscoco_base.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/mscoco/real_base/train/checkpoints/0100000.pt" | ||
# | ||
#python main.py -c configs/image/text2img/mscoco_faster.yaml -p sample ckpt_path="/mnt/public/yuanzhihang/outputs/mscoco/base/train/checkpoints/0100000.pt" | ||
#python main.py -c configs/image/text2img/mscoco_faster.yaml -p sample ckpt_path="/mnt/public/yuanzhihang/outputs/mscoco/base/train/checkpoints/0200000.pt" | ||
#python main.py -c configs/image/text2img/mscoco_faster.yaml -p sample ckpt_path="/mnt/public/yuanzhihang/outputs/mscoco/base/train/checkpoints/0300000.pt" | ||
#python main.py -c configs/image/text2img/mscoco_faster.yaml -p sample ckpt_path="/mnt/public/yuanzhihang/outputs/mscoco/base/train/checkpoints/0400000.pt" | ||
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#python -m pytorch_fid /mnt/public/yuanzhihang/mscoco/val2017 /mnt/public/yuanzhihang/outputs/mscoco/base/inference/0100000 | ||
#python -m pytorch_fid /mnt/public/yuanzhihang/mscoco/val2017 /mnt/public/yuanzhihang/outputs/mscoco/base/inference/0200000 | ||
#python -m pytorch_fid /mnt/public/yuanzhihang/mscoco/val2017 /mnt/public/yuanzhihang/outputs/mscoco/base/inference/0300000 | ||
#python -m pytorch_fid /mnt/public/yuanzhihang/mscoco/val2017 /mnt/public/yuanzhihang/outputs/mscoco/base/inference/0400000 | ||
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#python -m pytorch_fid /mnt/public/yuanzhihang/mscoco/val /mnt/public/yuanzhihang/outputs/mscoco/real_base/inference/0100000 |
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#torchrun --nproc_per_node=8 --master_port=30001 main.py -c configs/image/unconditional/metfaces_512/faster.yaml -p train | ||
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#torchrun --nproc_per_node=8 --master_port=30001 main.py -c configs/image/unconditional/metfaces_512/baseline.yaml -p train | ||
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#python main.py -c configs/image/unconditional/metfaces_512/baseline.yaml -p sample ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces_512/faster/train/checkpoints/0020000.pt" | ||
#python main.py -c configs/image/unconditional/metfaces_512/baseline.yaml -p sample ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces_512/faster/train/checkpoints/0040000.pt" | ||
#python main.py -c configs/image/unconditional/metfaces_512/baseline.yaml -p sample ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces_512/faster/train/checkpoints/0060000.pt" | ||
#python main.py -c configs/image/unconditional/metfaces_512/baseline.yaml -p sample ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces_512/faster/train/checkpoints/0080000.pt" | ||
#python main.py -c configs/image/unconditional/metfaces_512/baseline.yaml -p sample ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces_512/faster/train/checkpoints/0100000.pt" | ||
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#python main.py -c configs/image/unconditional/metfaces_512/baseline.yaml -p sample ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces_512/base/train/checkpoints/0020000.pt" | ||
#python main.py -c configs/image/unconditional/metfaces_512/baseline.yaml -p sample ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces_512/base/train/checkpoints/0040000.pt" | ||
#python main.py -c configs/image/unconditional/metfaces_512/baseline.yaml -p sample ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces_512/base/train/checkpoints/0060000.pt" | ||
#python main.py -c configs/image/unconditional/metfaces_512/baseline.yaml -p sample ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces_512/base/train/checkpoints/0080000.pt" | ||
#python main.py -c configs/image/unconditional/metfaces_512/baseline.yaml -p sample ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces_512/base/train/checkpoints/0100000.pt" | ||
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#torchrun --nproc_per_node=8 main.py -c configs/image/unconditional/metfaces_512/faster.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces_512/faster/train/checkpoints/0040000.pt" | ||
#torchrun --nproc_per_node=8 main.py -c configs/image/unconditional/metfaces_512/baseline.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces_512/base/train/checkpoints/0040000.pt" | ||
# | ||
# | ||
#torchrun --nproc_per_node=8 main.py -c configs/image/unconditional/metfaces_512/faster.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces_512/faster/train/checkpoints/0100000.pt" | ||
#torchrun --nproc_per_node=8 main.py -c configs/image/unconditional/metfaces_512/baseline.yaml -p inference ckpt_path="/mnt/public/yuanzhihang/outputs/metfaces_512/base/train/checkpoints/0100000.pt" | ||
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#python -m pytorch_fid /mnt/public/yuanzhihang/outputs/metfaces_512/faster/inference/0040000 /mnt/public/yuanzhihang/metfaces | ||
python -m pytorch_fid /mnt/public/yuanzhihang/outputs/metfaces_512/faster/inference/0100000 /mnt/public/yuanzhihang/metfaces | ||
#python -m pytorch_fid /mnt/public/yuanzhihang/outputs/metfaces_512/base/inference/0040000 /mnt/public/yuanzhihang/metfaces | ||
python -m pytorch_fid /mnt/public/yuanzhihang/outputs/metfaces_512/base/inference/0100000 /mnt/public/yuanzhihang/metfaces | ||
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#python |
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torchrun --nproc_per_node=8 main.py -c configs/image/imagenet_256/mdt/baseline.yaml -p train | ||
torchrun --nproc_per_node=8 main.py -c configs/image/imagenet_256/mdt/faster.yaml -p train |
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#FFHQ_DIR="" | ||
#METFACES_DIR="" | ||
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torchrun --nproc_per_node=8 main.py -c configs/comparison/metfaces/p2.yaml -p train | ||
torchrun --nproc_per_node=8 main.py -c configs/comparison/metfaces/min_snr.yaml -p train | ||
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torchrun --nproc_per_node=8 main.py -c configs/comparison/ffhq/p2.yaml -p train | ||
torchrun --nproc_per_node=8 main.py -c configs/comparison/ffhq/min_snr.yaml -p train | ||
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# data in: /home/zyk/metfaces/images |
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image_size: 256 | ||
experiment_name: unconditional | ||
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optimizer: | ||
_target_: torch.optim.AdamW | ||
lr: 0.0001 | ||
weight_decay: 0 | ||
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vae: | ||
_target_: diffusers.models.AutoencoderKL.from_pretrained | ||
pretrained_model_name_or_path: "transformers/sd-vae-ft-ema" | ||
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data: | ||
dataset: | ||
_target_: speedit.dataset.image.image_dataset | ||
image_size: ${image_size} | ||
class_cond: false | ||
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batch_size: 32 | ||
num_workers: 4 | ||
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model: | ||
_target_: speedit.networks.dit.DiT_XL_2 | ||
condition: none | ||
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sample: | ||
diffusion: | ||
timestep_respacing: '250' | ||
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inference: | ||
diffusion: | ||
timestep_respacing: '250' | ||
per_proc_batch_size: 32 | ||
num_samples: 10000 | ||
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epoch: 200_000 | ||
max_training_steps: 50_000 | ||
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log_every: 100 | ||
ckpt_every: 10_000 |
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data: | ||
dataset: | ||
root: /mnt/public/yuanzhihang/ffhq/images256x256/ | ||
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diffusion: | ||
_target_: speedit.diffusion.iddpm.IDDPM | ||
timestep_respacing: "" | ||
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experiment_dir: /mnt/public/yuanzhihang/outputs/ffhq/base |
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experiment_dir: outputs/ffhq/clts | ||
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diffusion: | ||
_target_: speedit.diffusion.speed.Speed_IDDPM | ||
timestep_respacing: "" | ||
weighting: none | ||
sampling: CLTS |
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experiment_dir: outputs/ffhq/lognorm | ||
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diffusion: | ||
_target_: speedit.diffusion.speed.Speed_IDDPM | ||
timestep_respacing: "" | ||
weighting: none | ||
sampling: lognorm |
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experiment_dir: outputs/ffhq/min_snr | ||
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diffusion: | ||
_target_: speedit.diffusion.speed.Speed_IDDPM | ||
timestep_respacing: "" | ||
weighting: min_snr | ||
sampling: uniform |
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experiment_dir: outputs/ffhq/p2 | ||
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diffusion: | ||
_target_: speedit.diffusion.speed.Speed_IDDPM | ||
timestep_respacing: "" | ||
weighting: p2 | ||
sampling: uniform |
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data: | ||
dataset: | ||
root: /mnt/public/yuanzhihang/metfaces | ||
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diffusion: | ||
_target_: speedit.diffusion.iddpm.IDDPM | ||
timestep_respacing: "" | ||
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||
experiment_dir: /mnt/public/yuanzhihang/outputs/metfaces/base |
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experiment_dir: /mnt/public/yuanzhihang/outputs/metfaces/clts | ||
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diffusion: | ||
_target_: speedit.diffusion.speed.Speed_IDDPM | ||
timestep_respacing: "" | ||
weighting: none | ||
sampling: CLTS |
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experiment_dir: /mnt/public/yuanzhihang/outputs/metfaces/lognorm | ||
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diffusion: | ||
_target_: speedit.diffusion.speed.Speed_IDDPM | ||
timestep_respacing: "" | ||
weighting: none | ||
sampling: lognorm |
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experiment_dir: /mnt/public/yuanzhihang/outputs/metfaces/min_snr | ||
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diffusion: | ||
_target_: speedit.diffusion.speed.Speed_IDDPM | ||
timestep_respacing: "" | ||
weighting: min_snr | ||
sampling: uniform |
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Original file line number | Diff line number | Diff line change |
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experiment_dir: /mnt/public/yuanzhihang/outputs/metfaces/p2 | ||
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diffusion: | ||
_target_: speedit.diffusion.speed.Speed_IDDPM | ||
timestep_respacing: "" | ||
weighting: p2 | ||
sampling: uniform |
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