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RDD_lsun_church-single-bigger-really-bigger/2026-04-16T15-02-23_LDM-RDD-8-church-single-really-bigger/configs/2026-04-16T15-02-23-lightning.yaml

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+lightning:
+  callbacks:
+    image_logger:
+      target: main_RDD.ImageLogger
+      params:
+        batch_frequency: 5000
+        max_images: 8
+        increase_log_steps: false
+  trainer:
+    benchmark: true
+    gpus: 0,1
+    max_epochs: 1000
+    check_val_every_n_epoch: 1
+    accelerator: ddp

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+model:
+  base_learning_rate: 0.0001
+  target: ldm.models.diffusion.ddpm_RDD.LatentDiffusionRDD
+  params:
+    linear_start: 0.0015
+    linear_end: 0.0195
+    num_timesteps_cond: 1
+    log_every_t: 200
+    timesteps: 1000
+    first_stage_key: image
+    cond_stage_key: image
+    image_size: 32
+    channels: 4
+    cond_stage_trainable: false
+    conditioning_key: null
+    use_ema: true
+    scale_factor: 0.18215
+    T_1: 300
+    T_2: 600
+    sample_scale: 2
+    fine_ratio: 0.5625
+    mid_ratio: 0.3125
+    coarse_ratio: 0.125
+    use_single_model: true
+    unet_config:
+      target: ldm.modules.diffusionmodules.openaimodel.UNetModel
+      params:
+        image_size: 32
+        in_channels: 4
+        out_channels: 4
+        model_channels: 192
+        attention_resolutions:
+        - 8
+        - 4
+        - 2
+        - 1
+        num_res_blocks: 2
+        channel_mult:
+        - 1
+        - 2
+        - 4
+        - 4
+        num_heads: 8
+        use_scale_shift_norm: true
+        resblock_updown: true
+        use_spatial_transformer: false
+    adapter_mid_config:
+      target_resolution: 16
+      in_channels: 4
+      out_channels: 256
+      hidden_channels: 128
+    adapter_coarse_config:
+      target_resolution: 8
+      in_channels: 4
+      out_channels: 512
+      hidden_channels: 256
+    first_stage_config:
+      target: ldm.models.autoencoder.AutoencoderKL
+      params:
+        embed_dim: 4
+        monitor: val/rec_loss
+        ckpt_path: /scr/yuheng/DevOpsBench/multiscale_diffusion/latent-diffusion/models/first_stage_models/kl-f8/model.ckpt
+        ddconfig:
+          double_z: true
+          z_channels: 4
+          resolution: 256
+          in_channels: 3
+          out_ch: 3
+          ch: 128
+          ch_mult:
+          - 1
+          - 2
+          - 4
+          - 4
+          num_res_blocks: 2
+          attn_resolutions: []
+          dropout: 0.0
+        lossconfig:
+          target: torch.nn.Identity
+    cond_stage_config: __is_unconditional__
+data:
+  target: main_RDD.DataModuleFromConfig
+  params:
+    batch_size: 128
+    num_workers: 4
+    wrap: false
+    train:
+      target: ldm.data.lsun_church.LSUNChurchTrain
+      params:
+        db_path: /scr/yuheng/DevOpsBench/multiscale_diffusion/LSUN_dataset/church_outdoor_train_lmdb
+        size: 256
+    validation:
+      target: ldm.data.lsun_church.LSUNChurchValidation
+      params:
+        db_path: /scr/yuheng/DevOpsBench/multiscale_diffusion/LSUN_dataset/church_outdoor_val_lmdb
+        size: 256

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+lightning:
+  callbacks:
+    image_logger:
+      target: main_RDD.ImageLogger
+      params:
+        batch_frequency: 5000
+        max_images: 8
+        increase_log_steps: false
+  trainer:
+    benchmark: true
+    gpus: 0,1
+    max_epochs: 1000
+    check_val_every_n_epoch: 1
+    accelerator: ddp

RDD_lsun_church-single-bigger-really-bigger/2026-04-16T15-05-23_LDM-RDD-8-church-single-really-bigger/configs/2026-04-16T15-05-23-project.yaml

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+model:
+  base_learning_rate: 0.0001
+  target: ldm.models.diffusion.ddpm_RDD.LatentDiffusionRDD
+  params:
+    linear_start: 0.0015
+    linear_end: 0.0195
+    num_timesteps_cond: 1
+    log_every_t: 200
+    timesteps: 1000
+    first_stage_key: image
+    cond_stage_key: image
+    image_size: 32
+    channels: 4
+    cond_stage_trainable: false
+    conditioning_key: null
+    use_ema: true
+    scale_factor: 0.18215
+    T_1: 300
+    T_2: 600
+    sample_scale: 2
+    fine_ratio: 0.5625
+    mid_ratio: 0.3125
+    coarse_ratio: 0.125
+    use_single_model: true
+    unet_config:
+      target: ldm.modules.diffusionmodules.openaimodel.UNetModel
+      params:
+        image_size: 32
+        in_channels: 4
+        out_channels: 4
+        model_channels: 192
+        attention_resolutions:
+        - 8
+        - 4
+        - 2
+        - 1
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+        channel_mult:
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+        - 4
+        - 4
+        num_heads: 8
+        use_scale_shift_norm: true
+        resblock_updown: true
+        use_spatial_transformer: false
+    adapter_mid_config:
+      target_resolution: 16
+      in_channels: 4
+      out_channels: 256
+      hidden_channels: 128
+    adapter_coarse_config:
+      target_resolution: 8
+      in_channels: 4
+      out_channels: 512
+      hidden_channels: 256
+    first_stage_config:
+      target: ldm.models.autoencoder.AutoencoderKL
+      params:
+        embed_dim: 4
+        monitor: val/rec_loss
+        ckpt_path: /scr/yuheng/DevOpsBench/multiscale_diffusion/latent-diffusion/models/first_stage_models/kl-f8/model.ckpt
+        ddconfig:
+          double_z: true
+          z_channels: 4
+          resolution: 256
+          in_channels: 3
+          out_ch: 3
+          ch: 128
+          ch_mult:
+          - 1
+          - 2
+          - 4
+          - 4
+          num_res_blocks: 2
+          attn_resolutions: []
+          dropout: 0.0
+        lossconfig:
+          target: torch.nn.Identity
+    cond_stage_config: __is_unconditional__
+data:
+  target: main_RDD.DataModuleFromConfig
+  params:
+    batch_size: 256
+    num_workers: 4
+    wrap: false
+    train:
+      target: ldm.data.lsun_church.LSUNChurchTrain
+      params:
+        db_path: /scr/yuheng/DevOpsBench/multiscale_diffusion/LSUN_dataset/church_outdoor_train_lmdb
+        size: 256
+    validation:
+      target: ldm.data.lsun_church.LSUNChurchValidation
+      params:
+        db_path: /scr/yuheng/DevOpsBench/multiscale_diffusion/LSUN_dataset/church_outdoor_val_lmdb
+        size: 256

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RDD_lsun_church-single-bigger-really-bigger/2026-04-16T15-05-23_LDM-RDD-8-church-single-really-bigger/testtube/version_0/meta_tags.csv

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+lightning:
+  callbacks:
+    image_logger:
+      target: main_RDD.ImageLogger
+      params:
+        batch_frequency: 5000
+        max_images: 8
+        increase_log_steps: false
+  trainer:
+    benchmark: true
+    gpus: 0,1
+    max_epochs: 1000
+    check_val_every_n_epoch: 1
+    accelerator: ddp

RDD_lsun_church-single-bigger-really-bigger/2026-04-17T08-26-37_LDM-RDD-8-church-single-really-bigger/configs/2026-04-17T08-26-37-project.yaml

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+model:
+  base_learning_rate: 0.0001
+  target: ldm.models.diffusion.ddpm_RDD.LatentDiffusionRDD
+  params:
+    linear_start: 0.0015
+    linear_end: 0.0195
+    num_timesteps_cond: 1
+    log_every_t: 200
+    timesteps: 1000
+    first_stage_key: image
+    cond_stage_key: image
+    image_size: 32
+    channels: 4
+    cond_stage_trainable: false
+    conditioning_key: null
+    use_ema: true
+    scale_factor: 0.18215
+    T_1: 300
+    T_2: 600
+    sample_scale: 2
+    fine_ratio: 0.5625
+    mid_ratio: 0.3125
+    coarse_ratio: 0.125
+    use_single_model: true
+    unet_config:
+      target: ldm.modules.diffusionmodules.openaimodel.UNetModel
+      params:
+        image_size: 32
+        in_channels: 4
+        out_channels: 4
+        model_channels: 192
+        attention_resolutions:
+        - 8
+        - 4
+        - 2
+        - 1
+        num_res_blocks: 2
+        channel_mult:
+        - 1
+        - 2
+        - 4
+        - 4
+        num_heads: 8
+        use_scale_shift_norm: true
+        resblock_updown: true
+        use_spatial_transformer: false
+    adapter_mid_config:
+      target_resolution: 16
+      in_channels: 4
+      out_channels: 256
+      hidden_channels: 128
+    adapter_coarse_config:
+      target_resolution: 8
+      in_channels: 4
+      out_channels: 512
+      hidden_channels: 256
+    first_stage_config:
+      target: ldm.models.autoencoder.AutoencoderKL
+      params:
+        embed_dim: 4
+        monitor: val/rec_loss
+        ckpt_path: /scr/yuheng/DevOpsBench/multiscale_diffusion/latent-diffusion/models/first_stage_models/kl-f8/model.ckpt
+        ddconfig:
+          double_z: true
+          z_channels: 4
+          resolution: 256
+          in_channels: 3
+          out_ch: 3
+          ch: 128
+          ch_mult:
+          - 1
+          - 2
+          - 4
+          - 4
+          num_res_blocks: 2
+          attn_resolutions: []
+          dropout: 0.0
+        lossconfig:
+          target: torch.nn.Identity
+    cond_stage_config: __is_unconditional__
+data:
+  target: main_RDD.DataModuleFromConfig
+  params:
+    batch_size: 256
+    num_workers: 4
+    wrap: false
+    train:
+      target: ldm.data.lsun_church.LSUNChurchTrain
+      params:
+        db_path: /scr/yuheng/DevOpsBench/multiscale_diffusion/LSUN_dataset/church_outdoor_train_lmdb
+        size: 256
+    validation:
+      target: ldm.data.lsun_church.LSUNChurchValidation
+      params:
+        db_path: /scr/yuheng/DevOpsBench/multiscale_diffusion/LSUN_dataset/church_outdoor_val_lmdb
+        size: 256