Upload 12 files

z3_z15/checkpoint.pth

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z3_z15/model_config.yaml

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+inform_fc: 0
+model: rescondnet
+model_size: 2
+norm_kwargs:
+  momentum: 0.1
+  track_running_stats: false
+  use_bn: false
+  use_gn: false
+  use_in: true

z3_z15/training_config.yaml

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+batch_size: 64
+color: false
+config: default_config
+data_norm: quantile
+dataset:
+- image_net
+description: Config file of the patch identification
+fc:
+- 0.125
+- 0.25
+gain_min: 8
+gradient_accumulation_steps: 1
+image_size:
+- 256
+- 256
+inform_amp: 0
+inform_fc: 0
+infras: jz
+lambda_loss: 0.5
+load_ckpt_path: /lustre/fswork/projects/rech/qmj/commun/blind_deblurring_deepinv/patch_identification/save/archi_search_image_formation/medium_noinform_in_no_track/quantile/ckpt/iteration_1830000_avg_loss_2.692e-01.pth
+loss: l1_operator
+lr_forced: 5.0e-05
+max_zernike_amplitude:
+- 0.1
+- 0.3
+mixed_precision: 'no'
+model: rescondnet
+model_size: 2
+momentum: 0.1
+motion_blur: 0.0
+motion_l:
+- 0.3
+motion_sigma:
+- 0.25
+noise:
+  bit_depth: 16
+  gain_min: 8
+  log_uniform_gain: true
+  log_uniform_sigma: true
+  salt_and_pepper: 1.0e-05
+  sigma_max: 5
+  sigma_min: 0.5
+num_epochs: 50
+psf_size:
+- 51
+- 51
+pupil_size:
+- 1024
+- 1024
+range_zernike:
+- 3
+- 15
+requeue: 1
+save_dir: /lustre/fswork/projects/rech/qmj/commun/blind_deblurring_deepinv/patch_identification/./save/diffraction_z3_z15/medium_noinform_quantile_finetuned/
+save_interval: 5000
+save_top_k: 5
+seed: null
+track_running_stats: 0
+training:
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+  clip_grad_norm: false
+  finite_grad: true
+  gradient_accumulation_steps: 1
+  lr: 0.0001
+  lr_forced: 5.0e-05
+  lr_warmup_steps: 1000
+  mixed_precision: 'no'
+  num_epochs: 50
+  save_image_interval: 5000
+  save_interval: 5000
+use_bn: 0
+use_gn: 0
+use_in: 1

z3_z21/checkpoint.pth

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z3_z21/model_config.yaml

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+inform_amp: 0
+inform_fc: 0
+model: rescondnet
+model_size: 2
+norm_kwargs:
+  momentum: 0.1
+  track_running_stats: false
+  use_bn: false
+  use_gn: false
+  use_in: true

z3_z21/training_config.yaml

@@ -0,0 +1,73 @@
+batch_size: 64
+color: false
+config: default_config
+data_norm: quantile
+dataset:
+- image_net
+description: Config file of the patch identification
+fc:
+- 0.125
+- 0.25
+gain_min: 8
+gradient_accumulation_steps: 1
+image_size:
+- 256
+- 256
+inform_amp: 0
+inform_fc: 0
+infras: jz
+lambda_loss: 0.5
+load_ckpt_path: /lustre/fswork/projects/rech/qmj/commun/blind_deblurring_deepinv/patch_identification/save/archi_search_image_formation/medium_noinform_in_no_track/quantile/ckpt/iteration_1830000_avg_loss_2.692e-01.pth
+loss: l1_operator
+lr_forced: 5.0e-05
+max_zernike_amplitude:
+- 0.1
+- 0.3
+mixed_precision: 'no'
+model: rescondnet
+model_size: 2
+momentum: 0.1
+motion_blur: 0.0
+motion_l:
+- 0.3
+motion_sigma:
+- 0.25
+noise:
+  bit_depth: 16
+  gain_min: 8
+  log_uniform_gain: true
+  log_uniform_sigma: true
+  salt_and_pepper: 1.0e-05
+  sigma_max: 5
+  sigma_min: 0.5
+num_epochs: 50
+psf_size:
+- 51
+- 51
+pupil_size:
+- 1024
+- 1024
+range_zernike:
+- 3
+- 21
+requeue: 1
+save_dir: /lustre/fswork/projects/rech/qmj/commun/blind_deblurring_deepinv/patch_identification/./save/diffraction_z3_z21/medium_noinform_quantile_finetuned/
+save_interval: 5000
+save_top_k: 5
+seed: null
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+training:
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+  clip_grad_norm: false
+  finite_grad: true
+  gradient_accumulation_steps: 1
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+  lr_forced: 5.0e-05
+  lr_warmup_steps: 1000
+  mixed_precision: 'no'
+  num_epochs: 50
+  save_image_interval: 5000
+  save_interval: 5000
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+use_gn: 0
+use_in: 1

z3_z28/checkpoint.pth

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z3_z28/model_config.yaml

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+inform_amp: 0
+inform_fc: 0
+model: rescondnet
+model_size: 2
+norm_kwargs:
+  momentum: 0.1
+  track_running_stats: false
+  use_bn: false
+  use_gn: false
+  use_in: true

z3_z28/training_config.yaml

@@ -0,0 +1,73 @@
+batch_size: 64
+color: false
+config: default_config
+data_norm: quantile
+dataset:
+- image_net
+description: Config file of the patch identification
+fc:
+- 0.125
+- 0.25
+gain_min: 8
+gradient_accumulation_steps: 1
+image_size:
+- 256
+- 256
+inform_amp: 0
+inform_fc: 0
+infras: jz
+lambda_loss: 0.5
+load_ckpt_path: /lustre/fswork/projects/rech/qmj/commun/blind_deblurring_deepinv/patch_identification/save/archi_search_image_formation/medium_noinform_in_no_track/quantile/ckpt/iteration_1830000_avg_loss_2.692e-01.pth
+loss: l1_operator
+lr_forced: 5.0e-05
+max_zernike_amplitude:
+- 0.1
+- 0.3
+mixed_precision: 'no'
+model: rescondnet
+model_size: 2
+momentum: 0.1
+motion_blur: 0.0
+motion_l:
+- 0.3
+motion_sigma:
+- 0.25
+noise:
+  bit_depth: 16
+  gain_min: 8
+  log_uniform_gain: true
+  log_uniform_sigma: true
+  salt_and_pepper: 1.0e-05
+  sigma_max: 5
+  sigma_min: 0.5
+num_epochs: 50
+psf_size:
+- 51
+- 51
+pupil_size:
+- 1024
+- 1024
+range_zernike:
+- 3
+- 28
+requeue: 1
+save_dir: /lustre/fswork/projects/rech/qmj/commun/blind_deblurring_deepinv/patch_identification/./save/diffraction_z3_z28/medium_noinform_quantile_finetuned/
+save_interval: 5000
+save_top_k: 5
+seed: null
+track_running_stats: 0
+training:
+  batch_size: 64
+  clip_grad_norm: false
+  finite_grad: true
+  gradient_accumulation_steps: 1
+  lr: 0.0001
+  lr_forced: 5.0e-05
+  lr_warmup_steps: 1000
+  mixed_precision: 'no'
+  num_epochs: 50
+  save_image_interval: 5000
+  save_interval: 5000
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z3_z36/iteration_0859999_avg_loss_4.011e-01.pth

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z3_z36/model_config.yaml

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+inform_amp: 0
+inform_fc: 0
+model: rescondnet
+model_size: 2
+norm_kwargs:
+  momentum: 0.1
+  track_running_stats: false
+  use_bn: false
+  use_gn: false
+  use_in: true
+
+ckpt_path: /home/minhhai/Works/blind_deblurring/microscope/inference/weights/final_weight_invariant_id/z3_z36/iteration_0859999_avg_loss_4.011e-01.pth

z3_z36/training_config.yaml

@@ -0,0 +1,73 @@
+batch_size: 64
+color: false
+config: default_config
+data_norm: quantile
+dataset:
+- image_net
+description: Config file of the patch identification
+fc:
+- 0.125
+- 0.25
+gain_min: 8
+gradient_accumulation_steps: 1
+image_size:
+- 256
+- 256
+inform_amp: 0
+inform_fc: 0
+infras: jz
+lambda_loss: 0.5
+load_ckpt_path: /lustre/fswork/projects/rech/qmj/commun/blind_deblurring_deepinv/patch_identification/save/archi_search_image_formation/medium_noinform_in_no_track/quantile/ckpt/iteration_1830000_avg_loss_2.692e-01.pth
+loss: l1_operator
+lr_forced: 5.0e-05
+max_zernike_amplitude:
+- 0.1
+- 0.3
+mixed_precision: 'no'
+model: rescondnet
+model_size: 2
+momentum: 0.1
+motion_blur: 0.0
+motion_l:
+- 0.3
+motion_sigma:
+- 0.25
+noise:
+  bit_depth: 16
+  gain_min: 8
+  log_uniform_gain: true
+  log_uniform_sigma: true
+  salt_and_pepper: 1.0e-05
+  sigma_max: 5
+  sigma_min: 0.5
+num_epochs: 50
+psf_size:
+- 51
+- 51
+pupil_size:
+- 1024
+- 1024
+range_zernike:
+- 3
+- 36
+requeue: 1
+save_dir: /lustre/fswork/projects/rech/qmj/commun/blind_deblurring_deepinv/patch_identification/./save/diffraction_z3_z36/medium_noinform_quantile_finetuned/
+save_interval: 5000
+save_top_k: 5
+seed: null
+track_running_stats: 0
+training:
+  batch_size: 64
+  clip_grad_norm: false
+  finite_grad: true
+  gradient_accumulation_steps: 1
+  lr: 0.0001
+  lr_forced: 5.0e-05
+  lr_warmup_steps: 1000
+  mixed_precision: 'no'
+  num_epochs: 50
+  save_image_interval: 5000
+  save_interval: 5000
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