| model: | |
| base_learning_rate: 0.0001 | |
| target: ldm.models.diffusion.ddpm.LatentDiffusion | |
| params: | |
| linear_start: 0.00085 | |
| linear_end: 0.012 | |
| num_timesteps_cond: 1 | |
| log_every_t: 200 | |
| timesteps: 1000 | |
| first_stage_key: image | |
| cond_stage_key: txt | |
| image_size: 64 | |
| channels: 4 | |
| cond_stage_trainable: false | |
| conditioning_key: crossattn | |
| scale_factor: 0.18215 | |
| scheduler_config: | |
| target: ldm.lr_scheduler.LambdaLinearScheduler | |
| params: | |
| warm_up_steps: | |
| - 1 | |
| cycle_lengths: | |
| - 10000000000000 | |
| f_start: | |
| - 1.0e-06 | |
| f_max: | |
| - 1.0 | |
| f_min: | |
| - 1.0 | |
| unet_config: | |
| target: ldm.modules.diffusionmodules.openaimodel.UNetModel | |
| params: | |
| image_size: 32 | |
| in_channels: 4 | |
| out_channels: 4 | |
| model_channels: 320 | |
| attention_resolutions: | |
| - 4 | |
| - 2 | |
| - 1 | |
| num_res_blocks: 2 | |
| channel_mult: | |
| - 1 | |
| - 2 | |
| - 4 | |
| - 4 | |
| num_heads: 8 | |
| use_spatial_transformer: true | |
| transformer_depth: 1 | |
| context_dim: 768 | |
| use_checkpoint: true | |
| legacy: false | |
| first_stage_config: | |
| target: ldm.models.autoencoder.AutoencoderKL | |
| ckpt_path: models/first_stage_models/kl-f8/model.ckpt | |
| params: | |
| embed_dim: 4 | |
| monitor: val/rec_loss | |
| 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: | |
| target: ldm.modules.encoders.modules.FrozenCLIPEmbedder | |
| data: | |
| target: main.DataModuleFromConfig | |
| params: | |
| batch_size: 1 | |
| num_workers: 4 | |
| num_val_workers: 0 | |
| train: | |
| target: ldm.data.simple.hf_dataset | |
| params: | |
| name: HoneyTylenol/lego_face_final | |
| image_transforms: | |
| - target: torchvision.transforms.Resize | |
| params: | |
| size: 512 | |
| interpolation: 3 | |
| - target: torchvision.transforms.RandomCrop | |
| params: | |
| size: 512 | |
| - target: torchvision.transforms.RandomHorizontalFlip | |
| validation: | |
| target: ldm.data.simple.TextOnly | |
| params: | |
| captions: | |
| - A Lego face, wearing a funny green hat, with smiling | |
| output_size: 512 | |
| n_gpus: 1 | |