.hydra/config.yaml

wandb_project: diffusercam
seed: 0
start_delay: null
files:
  cache_dir: null
  dataset: bezzam/DiffuserCam-Lensless-Mirflickr-Dataset-NORM
  huggingface_dataset: true
  huggingface_psf: psf.tiff
  single_channel_psf: true
  hf_simulated: false
  split_seed: null
  n_files: null
  test_size: null
  downsample: 2
  downsample_lensed: 2
  input_snr: null
  psf_snr: -10
  background_fp: null
  background_snr_range: null
  vertical_shift: null
  horizontal_shift: null
  rotate: false
  flipud: true
  flip_lensed: true
  save_psf: true
  crop: null
  image_res: null
  extra_eval: null
  force_rgb: false
  simulate_lensless: false
  random_flip: false
  random_rotate: false
  random_shifts: false
alignment: null
torch: true
torch_device: cuda:2
device_ids:
- 2
- 3
- 0
- 1
measure: null
eval_disp_idx:
- 0
- 1
- 3
- 4
- 8
display:
  plot: true
  gamma: null
save: true
reconstruction:
  init: null
  method: unrolled_admm
  skip_unrolled: false
  init_processors: null
  init_pre: true
  init_post: true
  psf_network: false
  psf_residual: false
  direct_background_subtraction: false
  learned_background_subtraction: false
  integrated_background_subtraction: false
  down_subtraction: false
  integrated_background_unetres: false
  unetres_input_background: false
  unrolled_fista:
    n_iter: 20
    tk: 1
    learn_tk: true
  unrolled_admm:
    n_iter: 5
    mu1: 0.0001
    mu2: 0.0001
    mu3: 0.0001
    tau: 0.0002
  trainable_inv:
    K: 0.0001
  multi_wiener:
    nc:
    - 64
    - 128
    - 256
    - 512
    - 512
  pre_process:
    network: null
    depth: 4
    nc:
    - 32
    - 64
    - 116
    - 128
    delay: null
    freeze: null
    unfreeze: null
  post_process:
    network: UnetRes
    depth: 4
    nc:
    - 32
    - 64
    - 128
    - 256
    delay: null
    freeze: null
    unfreeze: null
    train_last_layer: false
  compensation: null
  compensation_residual: true
trainable_mask:
  mask_type: null
  initial_value: psf
  grayscale: false
  mask_lr: 0.001
  optimizer: Adam
  L1_strength: 1.0
target: object_plane
simulation:
  grayscale: false
  output_dim: null
  object_height: 0.04
  flip: true
  random_shift: false
  random_vflip: 0.5
  random_hflip: 0.5
  random_rotate: false
  scene2mask: 0.1
  mask2sensor: 0.009
  deadspace: true
  use_waveprop: false
  sensor: rpi_hq
  snr_db: 10
  downsample: 8
  quantize: false
  max_val: 255
training:
  batch_size: 4
  epoch: 25
  eval_batch_size: 4
  metric_for_best_model: null
  save_every: null
  skip_NAN: true
  clip_grad: 1.0
  crop_preloss: false
optimizer:
  type: Adam
  lr: 0.0001
  lr_step_epoch: true
  cosine_decay_warmup: false
  final_lr: false
  exp_decay: false
  slow_start: false
  step: false
  gamma: 0.1
loss: l2
lpips: 1.0
unrolled_output_factor: false
pre_proc_aux: false