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.hydra/config.yaml

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+dataset: DigiCamCelebA
+seed: 0
+device: cuda
+n_iter_range:
+- 10
+- 20
+- 100
+n_files: null
+downsample: 2
+algorithms:
+- ADMM
+baseline: MONAKHOVA 100iter
+save_idx:
+- 0
+- 1
+- 2
+- 3
+- 4
+nesterov:
+  p: 0
+  mu: 0.9
+fista:
+  tk: 1
+admm:
+  mu1: 1.0e-06
+  mu2: 1.0e-05
+  mu3: 4.0e-05
+  tau: 0.0001
+files:
+  test_size: 0.15
+  downsample: 2
+  celeba_root: /scratch/bezzam
+  dataset: /scratch/bezzam/celeba/celeba_adafruit_random_30cm_2mm_20231004_26K
+  psf: outputs/2023-10-25/09-40-03/adafruit_random_pattern_20231004_174047_SIM_psf.png
+  vertical_shift: -117
+  horizontal_shift: -25
+  crop:
+    vertical:
+    - 0
+    - 525
+    horizontal:
+    - 265
+    - 695
+simulation:
+  grayscale: false
+  output_dim: null
+  object_height: 0.33
+  flip: true
+  random_shift: false
+  random_vflip: 0.5
+  random_hflip: 0.5
+  random_rotate: false
+  scene2mask: 0.25
+  mask2sensor: 0.002
+  sensor: rpi_hq
+  snr_db: 10
+  downsample: 8
+  quantize: false
+  max_val: 255

.hydra/hydra.yaml

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+hydra:
+  run:
+    dir: benchmark/${now:%Y-%m-%d}/${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:
+    - n_iter_range=[10,20,100]
+    - algorithms=[ADMM]
+    - dataset=DigiCamCelebA
+    - files.downsample=2
+    - files.psf=outputs/2023-10-25/09-40-03/adafruit_random_pattern_20231004_174047_SIM_psf.png
+    - n_files=null
+  job:
+    name: benchmark_recon
+    chdir: true
+    override_dirname: algorithms=[ADMM],dataset=DigiCamCelebA,files.downsample=2,files.psf=outputs/2023-10-25/09-40-03/adafruit_random_pattern_20231004_174047_SIM_psf.png,n_files=null,n_iter_range=[10,20,100]
+    id: ???
+    num: ???
+    config_name: benchmark
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/bezzam/LenslessPiCam
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/bezzam/LenslessPiCam/configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/bezzam/LenslessPiCam/benchmark/2023-10-25/09-44-33
+    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

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+- n_iter_range=[10,20,100]
+- algorithms=[ADMM]
+- dataset=DigiCamCelebA
+- files.downsample=2
+- files.psf=outputs/2023-10-25/09-40-03/adafruit_random_pattern_20231004_174047_SIM_psf.png
+- n_files=null

results.json

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+{
+    "ADMM": {
+        "10": {
+            "MSE": 0.14032883473600333,
+            "MAE": 0.28787685830241594,
+            "LPIPS_Vgg": 0.7803440439548248,
+            "LPIPS_Alex": 0.7920083652398525,
+            "PSNR": 9.29805760016808,
+            "SSIM": 0.2700785265232508,
+            "ReconstructionError": 50.17288116846329
+        },
+        "20": {
+            "MSE": 0.13561662667024976,
+            "MAE": 0.2818479077575298,
+            "LPIPS_Vgg": 0.7787478433052699,
+            "LPIPS_Alex": 0.7890663267557437,
+            "PSNR": 9.462181247014266,
+            "SSIM": 0.27622991564182137,
+            "ReconstructionError": 54.87838654444768
+        },
+        "100": {
+            "MSE": 0.1231329185126397,
+            "MAE": 0.2629334131800211,
+            "LPIPS_Vgg": 0.7456659529606501,
+            "LPIPS_Alex": 0.7555670017004013,
+            "PSNR": 9.980666418748024,
+            "SSIM": 0.34262147487356115,
+            "ReconstructionError": 51.78338135841565
+        }
+    }
+}