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.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+recon_epochBEST filter=lfs diff=lfs merge=lfs -text

.hydra/config.yaml

@@ -0,0 +1,163 @@
+wandb_project: multilens_ambient
+seed: 0
+start_delay: null
+files:
+  cache_dir: /dev/shm
+  dataset: Lensless/MultiLens-Mirflickr-Ambient
+  huggingface_dataset: true
+  huggingface_psf: psf.png
+  single_channel_psf: false
+  hf_simulated: false
+  split_seed: null
+  n_files: null
+  test_size: null
+  downsample: 1
+  downsample_lensed: 2
+  input_snr: null
+  background_fp: null
+  background_snr_range: null
+  vertical_shift: null
+  horizontal_shift: null
+  rotate: false
+  flipud: false
+  flip_lensed: false
+  save_psf: true
+  crop: null
+  image_res:
+  - 600
+  - 600
+  extra_eval: null
+  force_rgb: false
+  simulate_lensless: false
+  random_flip: false
+  random_rotate: false
+  random_shifts: false
+alignment:
+  top_left:
+  - 118
+  - 220
+  height: 123
+torch: true
+torch_device: cuda:2
+device_ids:
+- 2
+- 3
+- 1
+- 0
+measure: null
+eval_disp_idx:
+- 1
+- 2
+- 4
+- 5
+- 9
+display:
+  plot: true
+  gamma: null
+save: true
+reconstruction:
+  init: null
+  method: trainable_inv
+  skip_unrolled: false
+  init_processors: null
+  init_pre: true
+  init_post: true
+  direct_background_subtraction: true
+  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
+    - 255
+    delay: null
+    freeze: null
+    unfreeze: null
+    train_last_layer: false
+  compensation: null
+  compensation_residual: true
+trainable_mask:
+  mask_type: TrainablePSF
+  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: AdamW
+  lr: 0.0001
+  lr_step_epoch: true
+  final_lr: false
+  exp_decay: false
+  slow_start: false
+  cosine_decay_warmup: true
+  step: false
+  gamma: 0.1
+loss: l2
+lpips: 1.0
+unrolled_output_factor: false
+pre_proc_aux: false

.hydra/hydra.yaml

@@ -0,0 +1,161 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    _target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
+    max_batch_size: null
+    params: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: RUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=RUN
+    task:
+    - reconstruction.direct_background_subtraction=True
+    - reconstruction.pre_process.network=null
+    - reconstruction.post_process.nc=[32,64,128,255]
+    - torch_device=cuda:2
+    - device_ids=[2,3,1,0]
+    - reconstruction.method=trainable_inv
+    - trainable_mask.mask_type=TrainablePSF
+  job:
+    name: train_learning_based
+    chdir: true
+    override_dirname: device_ids=[2,3,1,0],reconstruction.direct_background_subtraction=True,reconstruction.method=trainable_inv,reconstruction.post_process.nc=[32,64,128,255],reconstruction.pre_process.network=null,torch_device=cuda:2,trainable_mask.mask_type=TrainablePSF
+    id: ???
+    num: ???
+    config_name: train_mirflickr_multilens_ambient
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /root/FORKS/LenslessPiCamStefan
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /root/FORKS/LenslessPiCamStefan/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /root/FORKS/LenslessPiCamStefan/outputs/2024-09-07/08-06-12
+    choices:
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

.hydra/overrides.yaml

@@ -0,0 +1,7 @@
+- reconstruction.direct_background_subtraction=True
+- reconstruction.pre_process.network=null
+- reconstruction.post_process.nc=[32,64,128,255]
+- torch_device=cuda:2
+- device_ids=[2,3,1,0]
+- reconstruction.method=trainable_inv
+- trainable_mask.mask_type=TrainablePSF