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| model: | |
| base_learning_rate: 5.0e-06 | |
| target: ldm.models.diffusion.ddpm.LatentDiffusion | |
| project: Fish-Diffusion | |
| 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: class_label | |
| image_size: 64 | |
| channels: 3 | |
| cond_stage_trainable: true | |
| conditioning_key: crossattn | |
| monitor: val/loss_simple_ema | |
| unet_config: | |
| target: ldm.modules.diffusionmodules.openaimodel.UNetModel | |
| params: | |
| image_size: 64 | |
| in_channels: 3 | |
| out_channels: 3 | |
| model_channels: 224 | |
| attention_resolutions: | |
| - 8 | |
| - 4 | |
| - 2 | |
| num_res_blocks: 2 | |
| channel_mult: | |
| - 1 | |
| - 2 | |
| - 3 | |
| - 4 | |
| num_head_channels: 32 | |
| use_spatial_transformer: true | |
| transformer_depth: 1 | |
| context_dim: 512 | |
| first_stage_config: | |
| target: ldm.models.autoencoder.VQModelInterface | |
| params: | |
| embed_dim: 3 | |
| n_embed: 8192 | |
| ckpt_path: ./model_files/fishes/fishes_vqgan_epoch=000371.ckpt | |
| ddconfig: | |
| double_z: false | |
| z_channels: 3 | |
| resolution: 256 | |
| in_channels: 3 | |
| out_ch: 3 | |
| ch: 128 | |
| ch_mult: | |
| - 1 | |
| - 2 | |
| - 4 | |
| num_res_blocks: 2 | |
| attn_resolutions: [] | |
| dropout: 0.0 | |
| lossconfig: | |
| target: torch.nn.Identity | |
| cond_stage_config: | |
| target: ldm.modules.encoders.modules.HeirClassEmbedder | |
| params: | |
| n_classes: | |
| - 3 | |
| - 6 | |
| - 9 | |
| - 38 | |
| embed_dim: 512 | |
| key: class_to_node | |
| device: cpu | |
| data: | |
| target: main.DataModuleFromConfig | |
| params: | |
| batch_size: 8 | |
| num_workers: 8 | |
| wrap: true | |
| train: | |
| target: ldm.data.custom.CustomTrain | |
| params: | |
| training_images_list_file: /fastscratch/elhamod/data/Fish/fish_train.txt | |
| size: 256 | |
| add_labels: true | |
| class_to_node: /fastscratch/mridul/fishes/class_to_ancestral_label.pkl | |
| validation: | |
| target: ldm.data.custom.CustomTest | |
| params: | |
| test_images_list_file: /fastscratch/elhamod/data/Fish/fish_test.txt | |
| size: 256 | |
| add_labels: true | |
| class_to_node: /fastscratch/mridul/fishes/class_to_ancestral_label.pkl | |