{
    "spatial_dims": 3,
    "image_channels": 1,
    "latent_channels": 4,
    "include_body_region": true,
    "mask_generation_latent_shape": [
        4,
        64,
        64,
        64
    ],
    "autoencoder_def": {
        "_target_": "monai.apps.generation.maisi.networks.autoencoderkl_maisi.AutoencoderKlMaisi",
        "spatial_dims": "@spatial_dims",
        "in_channels": "@image_channels",
        "out_channels": "@image_channels",
        "latent_channels": "@latent_channels",
        "num_channels": [
            64,
            128,
            256
        ],
        "num_res_blocks": [2,2,2],
        "norm_num_groups": 32,
        "norm_eps": 1e-06,
        "attention_levels": [
            false,
            false,
            false
        ],
        "with_encoder_nonlocal_attn": false,
        "with_decoder_nonlocal_attn": false,
        "use_checkpointing": false,
        "use_convtranspose": false,
        "norm_float16": true,
        "num_splits": 8,
        "dim_split": 1
    },
    "diffusion_unet_def": {
        "_target_": "monai.apps.generation.maisi.networks.diffusion_model_unet_maisi.DiffusionModelUNetMaisi",
        "spatial_dims": "@spatial_dims",
        "in_channels": "@latent_channels",
        "out_channels": "@latent_channels",
        "num_channels": [
            64,
            128,
            256,
            512
        ],
        "attention_levels": [
            false,
            false,
            true,
            true
        ],
        "num_head_channels": [
            0,
            0,
            32,
            32
        ],
        "num_res_blocks": 2,
        "use_flash_attention": true,
        "include_top_region_index_input": "@include_body_region",
        "include_bottom_region_index_input": "@include_body_region",
        "include_spacing_input": true,
        "include_fc": false,
        "resblock_updown": false
    },
    "controlnet_def": {
        "_target_": "monai.apps.generation.maisi.networks.controlnet_maisi.ControlNetMaisi",
        "spatial_dims": "@spatial_dims",
        "in_channels": "@latent_channels",
        "num_channels": [
            64,
            128,
            256,
            512
        ],
        "attention_levels": [
            false,
            false,
            true,
            true
        ],
        "num_head_channels": [
            0,
            0,
            32,
            32
        ],
        "num_res_blocks": 2,
        "use_flash_attention": true,
        "conditioning_embedding_in_channels": 8,
        "conditioning_embedding_num_channels": [8, 32, 64],
        "include_fc": false,
        "resblock_updown": false
    },
    "mask_generation_autoencoder_def": {
        "_target_": "monai.apps.generation.maisi.networks.autoencoderkl_maisi.AutoencoderKlMaisi",
        "spatial_dims": "@spatial_dims",
        "in_channels": 8,
        "out_channels": 125,
        "latent_channels": "@latent_channels",
        "num_channels": [
            32,
            64,
            128
        ],
        "num_res_blocks": [1, 2, 2],
        "norm_num_groups": 32,
        "norm_eps": 1e-06,
        "attention_levels": [
            false,
            false,
            false
        ],
        "with_encoder_nonlocal_attn": false,
        "with_decoder_nonlocal_attn": false,
        "use_flash_attention": false,
        "use_checkpointing": true,
        "use_convtranspose": true,
        "norm_float16": true,
        "num_splits": 8,
        "dim_split": 1
    },
    "mask_generation_diffusion_def": {
        "_target_": "monai.networks.nets.diffusion_model_unet.DiffusionModelUNet",
        "spatial_dims": "@spatial_dims",
        "in_channels": "@latent_channels",
        "out_channels": "@latent_channels",
        "channels":[64, 128, 256, 512],
        "attention_levels":[false, false, true, true],
        "num_head_channels":[0, 0, 32, 32],
        "num_res_blocks": 2,
        "use_flash_attention": true,
        "with_conditioning": true,
        "upcast_attention": true,
        "cross_attention_dim": 10
    },
    "mask_generation_scale_factor": 1.0055984258651733,
    "noise_scheduler": {
        "_target_": "monai.networks.schedulers.ddpm.DDPMScheduler",
        "num_train_timesteps": 1000,
        "beta_start": 0.0015,
        "beta_end": 0.0195,
        "schedule": "scaled_linear_beta",
        "clip_sample": false
    },
    "mask_generation_noise_scheduler": {
        "_target_": "monai.networks.schedulers.ddpm.DDPMScheduler",
        "num_train_timesteps": 1000,
        "beta_start": 0.0015,
        "beta_end": 0.0195,
        "schedule": "scaled_linear_beta",
        "clip_sample": false
    }
}