aliFrancis commited on
Commit
7cdd44e
·
verified ·
1 Parent(s): b7601f9

Upload folder using huggingface_hub

Browse files
This view is limited to 50 files because it contains too many changes.   See raw diff
Files changed (50) hide show
  1. .gitattributes +0 -0
  2. configs/albedo.yaml +26 -0
  3. configs/cloud_height.yaml +21 -0
  4. configs/cloud_mask.yaml +16 -0
  5. configs/refl2prop.yaml +43 -0
  6. configs/refocus.yaml +19 -0
  7. logs/S2A_MSIL1C_20160105T143732_N0500_R096_T21PTT_20231028T010934/pipeline.log +26 -0
  8. logs/S2A_MSIL1C_20160111T012022_N0500_R031_T54SVC_20231014T003514/pipeline.log +26 -0
  9. logs/S2A_MSIL1C_20160130T183612_N0500_R027_T11RLP_20231015T155531/pipeline.log +35 -0
  10. logs/S2A_MSIL1C_20160204T143722_N0500_R096_T21PTT_20231013T165122/pipeline.log +27 -0
  11. logs/S2A_MSIL1C_20160210T011802_N0500_R031_T54SVC_20231008T004010/pipeline.log +27 -0
  12. logs/S2A_MSIL1C_20160229T183302_N0500_R027_T11RLP_20231015T063057/pipeline.log +34 -0
  13. logs/S2A_MSIL1C_20160305T143722_N0500_R096_T21PTT_20231018T005011/pipeline.log +26 -0
  14. logs/S2A_MSIL1C_20160311T011612_N0500_R031_T54SVC_20231013T094313/pipeline.log +27 -0
  15. logs/S2A_MSIL1C_20160330T183252_N0500_R027_T11RLP_20231012T083945/pipeline.log +34 -0
  16. logs/S2A_MSIL1C_20160504T143802_N0500_R096_T21PTT_20231003T083844/pipeline.log +27 -0
  17. logs/S2A_MSIL1C_20160510T011702_N0500_R031_T54SVC_20231002T170104/pipeline.log +27 -0
  18. logs/S2A_MSIL1C_20160517T213932_N0500_R143_T02KNG_20231008T194646/pipeline.log +36 -0
  19. logs/S2A_MSIL1C_20160529T182922_N0500_R027_T11RLP_20231010T170153/pipeline.log +36 -0
  20. logs/S2A_MSIL1C_20160606T213932_N0500_R143_T02KNG_20231016T033951/pipeline.log +33 -0
  21. logs/S2A_MSIL1C_20160618T182922_N0500_R027_T11RLP_20231008T072041/pipeline.log +33 -0
  22. logs/S2A_MSIL1C_20160619T011652_N0500_R031_T54SVC_20231007T033738/pipeline.log +27 -0
  23. logs/S2A_MSIL1C_20160623T143752_N0500_R096_T21PTT_20231007T194022/pipeline.log +27 -0
  24. logs/S2A_MSIL1C_20160713T143752_N0500_R096_T21PTT_20230929T112656/pipeline.log +27 -0
  25. logs/S2A_MSIL1C_20160716T213932_N0500_R143_T02KNG_20230929T114617/pipeline.log +34 -0
  26. logs/S2A_MSIL1C_20160728T182922_N0500_R027_T11RLP_20231005T183214/pipeline.log +33 -0
  27. logs/S2A_MSIL1C_20160729T011702_N0500_R031_T54SVC_20231001T235725/pipeline.log +27 -0
  28. logs/S2A_MSIL1C_20160804T181922_N0500_R127_T11RLP_20230922T173304/pipeline.log +34 -0
  29. logs/S2A_MSIL1C_20160805T213932_N0500_R143_T02KNG_20230924T045928/pipeline.log +33 -0
  30. logs/S2A_MSIL1C_20160812T143752_N0500_R096_T21PTT_20231024T043728/pipeline.log +26 -0
  31. logs/S2A_MSIL1C_20160818T011652_N0500_R031_T54SVC_20231003T233425/pipeline.log +26 -0
  32. logs/S2A_MSIL1C_20160906T182922_N0500_R027_T11RLP_20230929T071255/pipeline.log +26 -0
  33. logs/S2A_MSIL1C_20160911T143742_N0500_R096_T21PTT_20230923T171926/pipeline.log +27 -0
  34. logs/S2A_MSIL1C_20160914T213922_N0500_R143_T02KNG_20230929T052950/pipeline.log +27 -0
  35. logs/S2A_MSIL1C_20160927T011652_N0500_R031_T54SVC_20230929T162007/pipeline.log +27 -0
  36. logs/S2A_MSIL1C_20161004T213922_N0500_R143_T02KNG_20230922T095633/pipeline.log +27 -0
  37. logs/S2A_MSIL1C_20161016T183342_N0500_R027_T11RLP_20230928T094427/pipeline.log +27 -0
  38. logs/S2A_MSIL1C_20161027T012652_N0500_R031_T54SVC_20230929T083927/pipeline.log +27 -0
  39. logs/S2A_MSIL1C_20161031T143752_N0500_R096_T21PTT_20230928T192021/pipeline.log +27 -0
  40. logs/S2A_MSIL1C_20161105T183542_N0500_R027_T11RLP_20230922T013102/pipeline.log +27 -0
  41. logs/S2A_MSIL1C_20161106T011832_N0500_R031_T54SVC_20230926T161133/pipeline.log +27 -0
  42. logs/S2A_MSIL1C_20161110T143752_N0500_R096_T21PTT_20230926T092759/pipeline.log +26 -0
  43. logs/S2A_MSIL1C_20161113T213932_N0500_R143_T02KNG_20230921T162958/pipeline.log +27 -0
  44. logs/S2A_MSIL1C_20161213T213922_N0500_R143_T02KNG_20230916T002043/pipeline.log +27 -0
  45. logs/S2A_MSIL1C_20161215T183752_N0500_R027_T11RLP_20231031T003638/pipeline.log +27 -0
  46. logs/S2A_MSIL1C_20161226T012042_N0500_R031_T54SVC_20230923T002124/pipeline.log +27 -0
  47. logs/S2A_MSIL1C_20161230T143752_N0500_R096_T21PTT_20230922T032700/pipeline.log +27 -0
  48. logs/S2A_MSIL1C_20170102T213922_N0500_R143_T02KNG_20230916T024645/pipeline.log +26 -0
  49. logs/S2A_MSIL1C_20170119T143731_N0500_R096_T21PTT_20230915T050729/pipeline.log +27 -0
  50. logs/S2A_MSIL1C_20170124T183641_N0500_R027_T11RLP_20230917T174344/pipeline.log +27 -0
.gitattributes CHANGED
The diff for this file is too large to render. See raw diff
 
configs/albedo.yaml ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ output_dir: null
2
+ working_resolution: null
3
+ output_resolution: 300
4
+ method: idw
5
+ fallback: datadriven
6
+ min_clear_fraction: 0.05
7
+ max_samples: 1000
8
+ window_m: 180.0
9
+ idw_cloud_mask_dilation_m: 1000.0
10
+ idw_k_neighbours: 8
11
+ idw_smoothing_m: 4000.0
12
+ model_path: /home/ali/.local/share/clouds-decoded/models/albedo_datadriven/default.pth
13
+ default_albedo:
14
+ B01: 0.03
15
+ B02: 0.05
16
+ B03: 0.03
17
+ B04: 0.03
18
+ B05: 0.02
19
+ B06: 0.02
20
+ B07: 0.02
21
+ B08: 0.02
22
+ B8A: 0.02
23
+ B09: 0.02
24
+ B10: 0.0
25
+ B11: 0.02
26
+ B12: 0.02
configs/cloud_height.yaml ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ output_dir: null
2
+ working_resolution: 10
3
+ output_resolution: 60
4
+ use_emulator: true
5
+ model_path: /home/ali/.local/share/clouds-decoded/models/cloud_height_emulator/default.pth
6
+ bands:
7
+ - B02
8
+ - B03
9
+ - B04
10
+ - B08
11
+ - B11
12
+ - B12
13
+ - B09
14
+ - B10
15
+ window_size:
16
+ - 1024
17
+ - 1024
18
+ overlap: 512
19
+ batch_size: 4
20
+ in_channels: 8
21
+ device: null
configs/cloud_mask.yaml ADDED
@@ -0,0 +1,16 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ output_dir: null
2
+ working_resolution: 15
3
+ output_resolution: null
4
+ method: senseiv2
5
+ model_path: /home/ali/.local/share/clouds-decoded/models/cloud_mask/default.pt
6
+ device: null
7
+ batch_size: 8
8
+ stride: 170
9
+ reclassify_embedded_shadow: true
10
+ shadow_reclassify_radius: 50
11
+ cloud_mask_classes:
12
+ - 1
13
+ - 2
14
+ cloud_mask_threshold: 0.2
15
+ threshold_band: B08
16
+ threshold_value: 0.06
configs/refl2prop.yaml ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ output_dir: null
2
+ working_resolution: 60
3
+ output_resolution: 60
4
+ method: standard
5
+ bands:
6
+ - B01
7
+ - B02
8
+ - B03
9
+ - B04
10
+ - B05
11
+ - B06
12
+ - B07
13
+ - B08
14
+ - B8A
15
+ - B11
16
+ - B12
17
+ model_path: /home/ali/.local/share/clouds-decoded/models/refl2prop/default.pth
18
+ return_uncertainty: true
19
+ mask_invalid_height: true
20
+ batch_size: 32768
21
+ output_size: 4
22
+ norm_height_offset: 0.0
23
+ norm_height_scale: 1000.0
24
+ default_albedo:
25
+ B01: 0.03
26
+ B02: 0.05
27
+ B03: 0.03
28
+ B04: 0.03
29
+ B05: 0.02
30
+ B06: 0.02
31
+ B07: 0.02
32
+ B08: 0.02
33
+ B8A: 0.02
34
+ B09: 0.02
35
+ B10: 0.0
36
+ B11: 0.02
37
+ B12: 0.02
38
+ default_shading_ratio: 0.5
39
+ output_feature_names:
40
+ - tau
41
+ - ice_liq_ratio
42
+ - r_eff_liq
43
+ - r_eff_ice
configs/refocus.yaml ADDED
@@ -0,0 +1,19 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ output_dir: null
2
+ working_resolution: null
3
+ output_resolution: 60
4
+ reference_band: B02
5
+ bands:
6
+ - B01
7
+ - B02
8
+ - B03
9
+ - B04
10
+ - B05
11
+ - B06
12
+ - B07
13
+ - B08
14
+ - B8A
15
+ - B11
16
+ - B12
17
+ save_refocused: false
18
+ interpolation_order: 1
19
+ height_interpolation_order: 1
logs/S2A_MSIL1C_20160105T143732_N0500_R096_T21PTT_20231028T010934/pipeline.log ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T19:36:48.814227 ---
3
+ 2026-03-26T19:36:48 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T19:36:48 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160105T143732_N0500_R096_T21PTT_20231028T010934
6
+ 2026-03-26T19:36:48 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T19:38:46 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T19:38:47 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T19:40:06 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 1606110/5655340 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T19:40:07 clouds_decoded.project INFO [cloud_mask] Completed in 80.9s
11
+ 2026-03-26T19:40:10 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T19:40:44 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 36.8 seconds
13
+ 2026-03-26T19:41:09 clouds_decoded.project INFO [cloud_height] Completed in 61.2s
14
+ 2026-03-26T19:41:10 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 73.9%
15
+ 2026-03-26T19:41:13 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
16
+ 2026-03-26T19:41:16 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
17
+ 2026-03-26T19:41:16 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
18
+ 2026-03-26T19:41:17 clouds_decoded.project INFO [albedo] Completed in 8.1s
19
+ 2026-03-26T19:41:17 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
20
+ 2026-03-26T19:42:19 clouds_decoded.modules.refocus.processor INFO Refocusing complete
21
+ 2026-03-26T19:42:19 clouds_decoded.project INFO [refocus] Completed in 62.5s
22
+ 2026-03-26T19:42:19 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
23
+ 2026-03-26T19:42:20 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
24
+ 2026-03-26T19:42:22 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
25
+ 2026-03-26T19:42:39 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
26
+ 2026-03-26T19:42:40 clouds_decoded.project INFO [cloud_properties] Completed in 20.3s
logs/S2A_MSIL1C_20160111T012022_N0500_R031_T54SVC_20231014T003514/pipeline.log ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T22:46:29.871036 ---
3
+ 2026-03-26T22:46:29 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T22:46:29 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160111T012022_N0500_R031_T54SVC_20231014T003514
6
+ 2026-03-26T22:46:29 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T22:49:35 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T22:49:36 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T22:50:05 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 2212516/3485213 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T22:50:06 clouds_decoded.project INFO [cloud_mask] Completed in 31.6s
11
+ 2026-03-26T22:50:09 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T22:50:47 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 41.1 seconds
13
+ 2026-03-26T22:50:54 clouds_decoded.project INFO [cloud_height] Completed in 47.7s
14
+ 2026-03-26T22:50:57 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 28.7%
15
+ 2026-03-26T22:51:03 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
16
+ 2026-03-26T22:51:06 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
17
+ 2026-03-26T22:51:06 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
18
+ 2026-03-26T22:51:06 clouds_decoded.project INFO [albedo] Completed in 12.1s
19
+ 2026-03-26T22:51:06 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
20
+ 2026-03-26T22:51:34 clouds_decoded.modules.refocus.processor INFO Refocusing complete
21
+ 2026-03-26T22:51:34 clouds_decoded.project INFO [refocus] Completed in 28.1s
22
+ 2026-03-26T22:51:34 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
23
+ 2026-03-26T22:51:35 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
24
+ 2026-03-26T22:51:35 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
25
+ 2026-03-26T22:51:42 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
26
+ 2026-03-26T22:51:44 clouds_decoded.project INFO [cloud_properties] Completed in 9.5s
logs/S2A_MSIL1C_20160130T183612_N0500_R027_T11RLP_20231015T155531/pipeline.log ADDED
@@ -0,0 +1,35 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T17:48:14.643216 ---
3
+ 2026-03-26T17:48:14 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T17:48:14 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160130T183612_N0500_R027_T11RLP_20231015T155531
6
+ 2026-03-26T17:48:14 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T17:51:42 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T17:52:58 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T17:53:57 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 1322793/1334469 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T17:53:59 clouds_decoded.project INFO [cloud_mask] Completed in 136.7s
11
+
12
+ --- Run started 2026-03-26T18:01:40.814697 ---
13
+ 2026-03-26T18:01:40 clouds_decoded.project INFO
14
+ ============================================================
15
+ 2026-03-26T18:01:40 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160130T183612_N0500_R027_T11RLP_20231015T155531
16
+ 2026-03-26T18:01:40 clouds_decoded.project INFO ============================================================
17
+ 2026-03-26T18:01:40 clouds_decoded.project INFO [cloud_mask] Skipping (already complete, config unchanged)
18
+ 2026-03-26T18:01:45 clouds_decoded.modules.cloud_height_emulator.processor INFO Loading Cloud Height Emulator model on cuda
19
+ 2026-03-26T18:01:46 clouds_decoded.modules.cloud_height_emulator.processor INFO Loading checkpoint from /home/ali/.local/share/clouds-decoded/models/cloud_height_emulator/default.pth
20
+ 2026-03-26T18:01:53 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
21
+ 2026-03-26T18:02:17 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 32.4 seconds
22
+ 2026-03-26T18:02:22 clouds_decoded.project INFO [cloud_height] Completed in 36.8s
23
+ 2026-03-26T18:02:24 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 8.6%
24
+ 2026-03-26T18:02:29 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
25
+ 2026-03-26T18:02:31 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
26
+ 2026-03-26T18:02:31 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
27
+ 2026-03-26T18:02:32 clouds_decoded.project INFO [albedo] Completed in 10.2s
28
+ 2026-03-26T18:02:32 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
29
+ 2026-03-26T18:02:58 clouds_decoded.modules.refocus.processor INFO Refocusing complete
30
+ 2026-03-26T18:02:58 clouds_decoded.project INFO [refocus] Completed in 26.1s
31
+ 2026-03-26T18:02:58 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
32
+ 2026-03-26T18:02:58 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
33
+ 2026-03-26T18:02:59 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
34
+ 2026-03-26T18:03:06 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
35
+ 2026-03-26T18:03:08 clouds_decoded.project INFO [cloud_properties] Completed in 10.5s
logs/S2A_MSIL1C_20160204T143722_N0500_R096_T21PTT_20231013T165122/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T19:37:24.213042 ---
3
+ 2026-03-26T19:37:24 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T19:37:24 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160204T143722_N0500_R096_T21PTT_20231013T165122
6
+ 2026-03-26T19:37:24 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T19:40:07 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T19:40:08 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T19:41:10 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 2567588/2761151 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T19:41:11 clouds_decoded.project INFO [cloud_mask] Completed in 63.6s
11
+ 2026-03-26T19:41:15 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T19:41:59 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 47.6 seconds
13
+ 2026-03-26T19:42:09 clouds_decoded.project INFO [cloud_height] Completed in 57.7s
14
+ 2026-03-26T19:42:11 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 3.2%
15
+ 2026-03-26T19:42:11 clouds_decoded.modules.albedo_estimator.processor WARNING Clear fraction 3.2% < threshold 5%. Running fallback.
16
+ 2026-03-26T19:42:11 clouds_decoded.modules.albedo_estimator.processor INFO Using data-driven MLP fallback
17
+ 2026-03-26T19:42:12 clouds_decoded.modules.albedo_estimator.datadriven.processor WARNING Data-driven albedo is still a work in progress and results may be suboptimal. Per-pixel predictions are averaged to a single scene-wide value per band to mitigate known striping artefacts.
18
+ 2026-03-26T19:42:12 clouds_decoded.modules.albedo_estimator.datadriven.processor INFO Data-driven albedo estimation complete for 13 bands (grid=366x366, resolution=300m)
19
+ 2026-03-26T19:42:12 clouds_decoded.project INFO [albedo] Completed in 2.8s
20
+ 2026-03-26T19:42:12 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T19:43:01 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T19:43:01 clouds_decoded.project INFO [refocus] Completed in 49.5s
23
+ 2026-03-26T19:43:01 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T19:43:02 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T19:43:03 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T19:43:19 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T19:43:21 clouds_decoded.project INFO [cloud_properties] Completed in 19.8s
logs/S2A_MSIL1C_20160210T011802_N0500_R031_T54SVC_20231008T004010/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T22:47:41.419625 ---
3
+ 2026-03-26T22:47:41 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T22:47:41 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160210T011802_N0500_R031_T54SVC_20231008T004010
6
+ 2026-03-26T22:47:41 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T22:50:06 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T22:50:07 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T22:50:53 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 4333788/6772428 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T22:50:54 clouds_decoded.project INFO [cloud_mask] Completed in 47.3s
11
+ 2026-03-26T22:50:57 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T22:50:57 clouds_decoded.sliding_window INFO Sliding window: skipping 20/484 windows (no True pixels in skip_mask)
13
+ 2026-03-26T22:51:25 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 31.2 seconds
14
+ 2026-03-26T22:51:28 clouds_decoded.project INFO [cloud_height] Completed in 34.1s
15
+ 2026-03-26T22:51:30 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 45.8%
16
+ 2026-03-26T22:51:37 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
17
+ 2026-03-26T22:51:39 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
18
+ 2026-03-26T22:51:40 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
19
+ 2026-03-26T22:51:53 clouds_decoded.project INFO [albedo] Completed in 24.4s
20
+ 2026-03-26T22:51:53 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T22:53:28 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T22:53:28 clouds_decoded.project INFO [refocus] Completed in 95.1s
23
+ 2026-03-26T22:53:28 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T22:53:28 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T22:53:28 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T22:53:33 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T22:53:35 clouds_decoded.project INFO [cloud_properties] Completed in 7.1s
logs/S2A_MSIL1C_20160229T183302_N0500_R027_T11RLP_20231015T063057/pipeline.log ADDED
@@ -0,0 +1,34 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T17:49:15.213473 ---
3
+ 2026-03-26T17:49:15 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T17:49:15 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160229T183302_N0500_R027_T11RLP_20231015T063057
6
+ 2026-03-26T17:49:15 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T17:53:59 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T17:54:00 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T17:54:56 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 196456/204313 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T17:55:45 clouds_decoded.project INFO [cloud_mask] Completed in 105.9s
11
+
12
+ --- Run started 2026-03-26T18:01:45.260864 ---
13
+ 2026-03-26T18:01:45 clouds_decoded.project INFO
14
+ ============================================================
15
+ 2026-03-26T18:01:45 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160229T183302_N0500_R027_T11RLP_20231015T063057
16
+ 2026-03-26T18:01:45 clouds_decoded.project INFO ============================================================
17
+ 2026-03-26T18:01:45 clouds_decoded.project INFO [cloud_mask] Skipping (already complete, config unchanged)
18
+ 2026-03-26T18:02:24 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
19
+ 2026-03-26T18:02:24 clouds_decoded.sliding_window INFO Sliding window: skipping 376/484 windows (no True pixels in skip_mask)
20
+ 2026-03-26T18:02:32 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 10.3 seconds
21
+ 2026-03-26T18:02:36 clouds_decoded.project INFO [cloud_height] Completed in 14.0s
22
+ 2026-03-26T18:02:38 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 91.9%
23
+ 2026-03-26T18:02:43 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
24
+ 2026-03-26T18:02:46 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
25
+ 2026-03-26T18:02:47 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
26
+ 2026-03-26T18:02:47 clouds_decoded.project INFO [albedo] Completed in 11.2s
27
+ 2026-03-26T18:02:47 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
28
+ 2026-03-26T18:03:16 clouds_decoded.modules.refocus.processor INFO Refocusing complete
29
+ 2026-03-26T18:03:16 clouds_decoded.project INFO [refocus] Completed in 29.7s
30
+ 2026-03-26T18:03:17 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
31
+ 2026-03-26T18:03:17 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
32
+ 2026-03-26T18:03:18 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
33
+ 2026-03-26T18:03:25 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
34
+ 2026-03-26T18:03:26 clouds_decoded.project INFO [cloud_properties] Completed in 9.2s
logs/S2A_MSIL1C_20160305T143722_N0500_R096_T21PTT_20231018T005011/pipeline.log ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T19:38:05.805155 ---
3
+ 2026-03-26T19:38:05 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T19:38:05 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160305T143722_N0500_R096_T21PTT_20231018T005011
6
+ 2026-03-26T19:38:05 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T19:41:11 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T19:41:11 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T19:42:07 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 1448037/3814441 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T19:42:09 clouds_decoded.project INFO [cloud_mask] Completed in 57.6s
11
+ 2026-03-26T19:42:12 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T19:42:40 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 31.2 seconds
13
+ 2026-03-26T19:42:54 clouds_decoded.project INFO [cloud_height] Completed in 45.1s
14
+ 2026-03-26T19:42:56 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 71.2%
15
+ 2026-03-26T19:43:00 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
16
+ 2026-03-26T19:43:04 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
17
+ 2026-03-26T19:43:04 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
18
+ 2026-03-26T19:43:05 clouds_decoded.project INFO [albedo] Completed in 10.5s
19
+ 2026-03-26T19:43:05 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
20
+ 2026-03-26T19:43:30 clouds_decoded.modules.refocus.processor INFO Refocusing complete
21
+ 2026-03-26T19:43:30 clouds_decoded.project INFO [refocus] Completed in 25.6s
22
+ 2026-03-26T19:43:30 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
23
+ 2026-03-26T19:43:30 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
24
+ 2026-03-26T19:43:31 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
25
+ 2026-03-26T19:43:37 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
26
+ 2026-03-26T19:43:39 clouds_decoded.project INFO [cloud_properties] Completed in 8.7s
logs/S2A_MSIL1C_20160311T011612_N0500_R031_T54SVC_20231013T094313/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T22:48:32.410111 ---
3
+ 2026-03-26T22:48:32 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T22:48:32 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160311T011612_N0500_R031_T54SVC_20231013T094313
6
+ 2026-03-26T22:48:32 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T22:50:54 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T22:50:54 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T22:51:27 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 2021054/2021054 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T22:51:28 clouds_decoded.project INFO [cloud_mask] Completed in 34.0s
11
+ 2026-03-26T22:51:31 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T22:51:51 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 22.7 seconds
13
+ 2026-03-26T22:51:54 clouds_decoded.project INFO [cloud_height] Completed in 25.9s
14
+ 2026-03-26T22:51:56 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 0.0%
15
+ 2026-03-26T22:51:56 clouds_decoded.modules.albedo_estimator.processor WARNING Clear fraction 0.0% < threshold 5%. Running fallback.
16
+ 2026-03-26T22:51:56 clouds_decoded.modules.albedo_estimator.processor INFO Using data-driven MLP fallback
17
+ 2026-03-26T22:51:56 clouds_decoded.modules.albedo_estimator.datadriven.processor WARNING Data-driven albedo is still a work in progress and results may be suboptimal. Per-pixel predictions are averaged to a single scene-wide value per band to mitigate known striping artefacts.
18
+ 2026-03-26T22:51:56 clouds_decoded.modules.albedo_estimator.datadriven.processor INFO Data-driven albedo estimation complete for 13 bands (grid=366x366, resolution=300m)
19
+ 2026-03-26T22:51:57 clouds_decoded.project INFO [albedo] Completed in 2.3s
20
+ 2026-03-26T22:51:57 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T22:53:41 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T22:53:41 clouds_decoded.project INFO [refocus] Completed in 104.7s
23
+ 2026-03-26T22:53:41 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T22:53:42 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T22:53:43 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T22:53:57 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T22:53:59 clouds_decoded.project INFO [cloud_properties] Completed in 17.9s
logs/S2A_MSIL1C_20160330T183252_N0500_R027_T11RLP_20231012T083945/pipeline.log ADDED
@@ -0,0 +1,34 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T17:50:56.711327 ---
3
+ 2026-03-26T17:50:56 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T17:50:56 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160330T183252_N0500_R027_T11RLP_20231012T083945
6
+ 2026-03-26T17:50:56 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T17:55:45 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T17:57:42 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T18:00:19 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 1874914/2349916 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T18:00:21 clouds_decoded.project INFO [cloud_mask] Completed in 275.5s
11
+
12
+ --- Run started 2026-03-26T18:01:49.420455 ---
13
+ 2026-03-26T18:01:49 clouds_decoded.project INFO
14
+ ============================================================
15
+ 2026-03-26T18:01:49 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160330T183252_N0500_R027_T11RLP_20231012T083945
16
+ 2026-03-26T18:01:49 clouds_decoded.project INFO ============================================================
17
+ 2026-03-26T18:01:49 clouds_decoded.project INFO [cloud_mask] Skipping (already complete, config unchanged)
18
+ 2026-03-26T18:02:38 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
19
+ 2026-03-26T18:02:38 clouds_decoded.sliding_window INFO Sliding window: skipping 47/484 windows (no True pixels in skip_mask)
20
+ 2026-03-26T18:02:55 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 19.1 seconds
21
+ 2026-03-26T18:02:58 clouds_decoded.project INFO [cloud_height] Completed in 22.6s
22
+ 2026-03-26T18:03:01 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 34.6%
23
+ 2026-03-26T18:03:05 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
24
+ 2026-03-26T18:03:11 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
25
+ 2026-03-26T18:03:11 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
26
+ 2026-03-26T18:03:12 clouds_decoded.project INFO [albedo] Completed in 13.4s
27
+ 2026-03-26T18:03:12 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
28
+ 2026-03-26T18:03:37 clouds_decoded.modules.refocus.processor INFO Refocusing complete
29
+ 2026-03-26T18:03:37 clouds_decoded.project INFO [refocus] Completed in 25.5s
30
+ 2026-03-26T18:03:37 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
31
+ 2026-03-26T18:03:37 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
32
+ 2026-03-26T18:03:38 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
33
+ 2026-03-26T18:03:40 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
34
+ 2026-03-26T18:03:41 clouds_decoded.project INFO [cloud_properties] Completed in 3.7s
logs/S2A_MSIL1C_20160504T143802_N0500_R096_T21PTT_20231003T083844/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T19:38:47.007176 ---
3
+ 2026-03-26T19:38:47 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T19:38:47 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160504T143802_N0500_R096_T21PTT_20231003T083844
6
+ 2026-03-26T19:38:47 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T19:42:09 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T19:42:09 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T19:42:53 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 514498/3190987 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T19:42:54 clouds_decoded.project INFO [cloud_mask] Completed in 45.6s
11
+ 2026-03-26T19:42:57 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T19:42:57 clouds_decoded.sliding_window INFO Sliding window: skipping 1/484 windows (no True pixels in skip_mask)
13
+ 2026-03-26T19:43:19 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 25.2 seconds
14
+ 2026-03-26T19:43:22 clouds_decoded.project INFO [cloud_height] Completed in 28.3s
15
+ 2026-03-26T19:43:24 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 87.6%
16
+ 2026-03-26T19:43:28 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
17
+ 2026-03-26T19:43:30 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
18
+ 2026-03-26T19:43:30 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
19
+ 2026-03-26T19:43:31 clouds_decoded.project INFO [albedo] Completed in 8.2s
20
+ 2026-03-26T19:43:31 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T19:44:45 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T19:44:45 clouds_decoded.project INFO [refocus] Completed in 74.8s
23
+ 2026-03-26T19:44:46 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T19:44:46 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T19:44:48 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T19:45:04 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T19:45:04 clouds_decoded.project INFO [cloud_properties] Completed in 18.3s
logs/S2A_MSIL1C_20160510T011702_N0500_R031_T54SVC_20231002T170104/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T22:49:35.220754 ---
3
+ 2026-03-26T22:49:35 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T22:49:35 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160510T011702_N0500_R031_T54SVC_20231002T170104
6
+ 2026-03-26T22:49:35 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T22:51:28 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T22:51:28 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T22:51:58 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 1335285/1335285 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T22:52:00 clouds_decoded.project INFO [cloud_mask] Completed in 32.2s
11
+ 2026-03-26T22:52:54 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T22:53:15 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 74.7 seconds
13
+ 2026-03-26T22:53:28 clouds_decoded.project INFO [cloud_height] Completed in 87.7s
14
+ 2026-03-26T22:53:30 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 0.0%
15
+ 2026-03-26T22:53:30 clouds_decoded.modules.albedo_estimator.processor WARNING Clear fraction 0.0% < threshold 5%. Running fallback.
16
+ 2026-03-26T22:53:30 clouds_decoded.modules.albedo_estimator.processor INFO Using data-driven MLP fallback
17
+ 2026-03-26T22:53:30 clouds_decoded.modules.albedo_estimator.datadriven.processor WARNING Data-driven albedo is still a work in progress and results may be suboptimal. Per-pixel predictions are averaged to a single scene-wide value per band to mitigate known striping artefacts.
18
+ 2026-03-26T22:53:30 clouds_decoded.modules.albedo_estimator.datadriven.processor INFO Data-driven albedo estimation complete for 13 bands (grid=366x366, resolution=300m)
19
+ 2026-03-26T22:53:30 clouds_decoded.project INFO [albedo] Completed in 2.3s
20
+ 2026-03-26T22:53:30 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T22:54:05 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T22:54:05 clouds_decoded.project INFO [refocus] Completed in 35.3s
23
+ 2026-03-26T22:54:05 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T22:54:05 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T22:54:06 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T22:54:10 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T22:54:13 clouds_decoded.project INFO [cloud_properties] Completed in 7.6s
logs/S2A_MSIL1C_20160517T213932_N0500_R143_T02KNG_20231008T194646/pipeline.log ADDED
@@ -0,0 +1,36 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T11:12:42.789904 ---
3
+ 2026-03-26T11:12:42 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T11:12:42 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160517T213932_N0500_R143_T02KNG_20231008T194646
6
+ 2026-03-26T11:12:42 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T11:26:52 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+
9
+ --- Run started 2026-03-26T15:21:15.716191 ---
10
+ 2026-03-26T15:21:15 clouds_decoded.project INFO
11
+ ============================================================
12
+ 2026-03-26T15:21:15 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160517T213932_N0500_R143_T02KNG_20231008T194646
13
+ 2026-03-26T15:21:15 clouds_decoded.project INFO ============================================================
14
+ 2026-03-26T15:21:18 clouds_decoded.modules.cloud_mask.processor INFO Loading SegFormerB2-S2-unambiguous cloud mask model on cuda
15
+ 2026-03-26T15:21:22 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
16
+ 2026-03-26T15:21:23 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
17
+ 2026-03-26T15:21:43 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 945155/3790536 shadow pixels reclassified as thick cloud (window=101px)
18
+ 2026-03-26T15:21:44 clouds_decoded.project INFO [cloud_mask] Completed in 26.5s
19
+ 2026-03-26T15:21:44 clouds_decoded.modules.cloud_height_emulator.processor INFO Loading Cloud Height Emulator model on cuda
20
+ 2026-03-26T15:21:45 clouds_decoded.modules.cloud_height_emulator.processor INFO Loading checkpoint from /home/ali/.local/share/clouds-decoded/models/cloud_height_emulator/default.pth
21
+ 2026-03-26T15:21:47 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
22
+ 2026-03-26T15:22:08 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 23.3 seconds
23
+ 2026-03-26T15:22:11 clouds_decoded.project INFO [cloud_height] Completed in 26.6s
24
+ 2026-03-26T15:22:13 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 78.0%
25
+ 2026-03-26T15:22:15 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
26
+ 2026-03-26T15:22:17 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
27
+ 2026-03-26T15:22:18 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
28
+ 2026-03-26T15:22:18 clouds_decoded.project INFO [albedo] Completed in 6.8s
29
+ 2026-03-26T15:22:18 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
30
+ 2026-03-26T15:22:42 clouds_decoded.modules.refocus.processor INFO Refocusing complete
31
+ 2026-03-26T15:22:42 clouds_decoded.project INFO [refocus] Completed in 23.8s
32
+ 2026-03-26T15:22:42 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
33
+ 2026-03-26T15:22:42 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
34
+ 2026-03-26T15:22:42 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
35
+ 2026-03-26T15:22:44 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
36
+ 2026-03-26T15:22:45 clouds_decoded.project INFO [cloud_properties] Completed in 2.9s
logs/S2A_MSIL1C_20160529T182922_N0500_R027_T11RLP_20231010T170153/pipeline.log ADDED
@@ -0,0 +1,36 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T17:51:42.921976 ---
3
+ 2026-03-26T17:51:42 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T17:51:42 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160529T182922_N0500_R027_T11RLP_20231010T170153
6
+ 2026-03-26T17:51:42 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T18:00:22 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T18:00:24 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+
10
+ --- Run started 2026-03-26T18:01:57.809117 ---
11
+ 2026-03-26T18:01:57 clouds_decoded.project INFO
12
+ ============================================================
13
+ 2026-03-26T18:01:57 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160529T182922_N0500_R027_T11RLP_20231010T170153
14
+ 2026-03-26T18:01:57 clouds_decoded.project INFO ============================================================
15
+ 2026-03-26T18:02:02 clouds_decoded.modules.cloud_mask.processor INFO Loading SegFormerB2-S2-unambiguous cloud mask model on cuda
16
+ 2026-03-26T18:02:08 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
17
+ 2026-03-26T18:02:08 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
18
+ 2026-03-26T18:02:56 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 1076407/1091688 shadow pixels reclassified as thick cloud (window=101px)
19
+ 2026-03-26T18:02:59 clouds_decoded.project INFO [cloud_mask] Completed in 56.4s
20
+ 2026-03-26T18:03:02 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
21
+ 2026-03-26T18:03:31 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 32.2 seconds
22
+ 2026-03-26T18:03:35 clouds_decoded.project INFO [cloud_height] Completed in 35.8s
23
+ 2026-03-26T18:03:37 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 1.4%
24
+ 2026-03-26T18:03:37 clouds_decoded.modules.albedo_estimator.processor WARNING Clear fraction 1.4% < threshold 5%. Running fallback.
25
+ 2026-03-26T18:03:37 clouds_decoded.modules.albedo_estimator.processor INFO Using data-driven MLP fallback
26
+ 2026-03-26T18:03:37 clouds_decoded.modules.albedo_estimator.datadriven.processor WARNING Data-driven albedo is still a work in progress and results may be suboptimal. Per-pixel predictions are averaged to a single scene-wide value per band to mitigate known striping artefacts.
27
+ 2026-03-26T18:03:37 clouds_decoded.modules.albedo_estimator.datadriven.processor INFO Data-driven albedo estimation complete for 13 bands (grid=366x366, resolution=300m)
28
+ 2026-03-26T18:03:37 clouds_decoded.project INFO [albedo] Completed in 2.8s
29
+ 2026-03-26T18:03:37 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
30
+ 2026-03-26T18:03:58 clouds_decoded.modules.refocus.processor INFO Refocusing complete
31
+ 2026-03-26T18:03:58 clouds_decoded.project INFO [refocus] Completed in 20.1s
32
+ 2026-03-26T18:03:58 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
33
+ 2026-03-26T18:03:58 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
34
+ 2026-03-26T18:03:58 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
35
+ 2026-03-26T18:04:03 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
36
+ 2026-03-26T18:04:06 clouds_decoded.project INFO [cloud_properties] Completed in 8.1s
logs/S2A_MSIL1C_20160606T213932_N0500_R143_T02KNG_20231016T033951/pipeline.log ADDED
@@ -0,0 +1,33 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T11:14:44.673962 ---
3
+ 2026-03-26T11:14:44 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T11:14:44 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160606T213932_N0500_R143_T02KNG_20231016T033951
6
+ 2026-03-26T11:14:44 clouds_decoded.project INFO ============================================================
7
+
8
+ --- Run started 2026-03-26T15:21:18.503310 ---
9
+ 2026-03-26T15:21:18 clouds_decoded.project INFO
10
+ ============================================================
11
+ 2026-03-26T15:21:18 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160606T213932_N0500_R143_T02KNG_20231016T033951
12
+ 2026-03-26T15:21:18 clouds_decoded.project INFO ============================================================
13
+ 2026-03-26T15:21:44 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
14
+ 2026-03-26T15:21:45 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
15
+ 2026-03-26T15:22:14 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 1382767/2239875 shadow pixels reclassified as thick cloud (window=101px)
16
+ 2026-03-26T15:22:14 clouds_decoded.project INFO [cloud_mask] Completed in 30.0s
17
+ 2026-03-26T15:22:17 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
18
+ 2026-03-26T15:22:17 clouds_decoded.sliding_window INFO Sliding window: skipping 7/484 windows (no True pixels in skip_mask)
19
+ 2026-03-26T15:22:40 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 25.0 seconds
20
+ 2026-03-26T15:22:43 clouds_decoded.project INFO [cloud_height] Completed in 28.5s
21
+ 2026-03-26T15:22:45 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 30.8%
22
+ 2026-03-26T15:22:47 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
23
+ 2026-03-26T15:22:49 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
24
+ 2026-03-26T15:22:50 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
25
+ 2026-03-26T15:22:50 clouds_decoded.project INFO [albedo] Completed in 6.9s
26
+ 2026-03-26T15:22:50 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
27
+ 2026-03-26T15:23:14 clouds_decoded.modules.refocus.processor INFO Refocusing complete
28
+ 2026-03-26T15:23:14 clouds_decoded.project INFO [refocus] Completed in 23.7s
29
+ 2026-03-26T15:23:14 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
30
+ 2026-03-26T15:23:14 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
31
+ 2026-03-26T15:23:14 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
32
+ 2026-03-26T15:23:16 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
33
+ 2026-03-26T15:23:16 clouds_decoded.project INFO [cloud_properties] Completed in 2.9s
logs/S2A_MSIL1C_20160618T182922_N0500_R027_T11RLP_20231008T072041/pipeline.log ADDED
@@ -0,0 +1,33 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T17:53:59.608494 ---
3
+ 2026-03-26T17:53:59 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T17:53:59 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160618T182922_N0500_R027_T11RLP_20231008T072041
6
+ 2026-03-26T17:53:59 clouds_decoded.project INFO ============================================================
7
+
8
+ --- Run started 2026-03-26T18:02:02.814728 ---
9
+ 2026-03-26T18:02:02 clouds_decoded.project INFO
10
+ ============================================================
11
+ 2026-03-26T18:02:02 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160618T182922_N0500_R027_T11RLP_20231008T072041
12
+ 2026-03-26T18:02:02 clouds_decoded.project INFO ============================================================
13
+ 2026-03-26T18:02:59 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
14
+ 2026-03-26T18:02:59 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
15
+ 2026-03-26T18:03:41 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 3538801/5930441 shadow pixels reclassified as thick cloud (window=101px)
16
+ 2026-03-26T18:03:42 clouds_decoded.project INFO [cloud_mask] Completed in 43.6s
17
+ 2026-03-26T18:03:45 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
18
+ 2026-03-26T18:03:45 clouds_decoded.sliding_window INFO Sliding window: skipping 5/484 windows (no True pixels in skip_mask)
19
+ 2026-03-26T18:04:10 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 28.0 seconds
20
+ 2026-03-26T18:04:14 clouds_decoded.project INFO [cloud_height] Completed in 31.3s
21
+ 2026-03-26T18:04:16 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 33.5%
22
+ 2026-03-26T18:04:19 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
23
+ 2026-03-26T18:04:21 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
24
+ 2026-03-26T18:04:21 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
25
+ 2026-03-26T18:04:21 clouds_decoded.project INFO [albedo] Completed in 7.6s
26
+ 2026-03-26T18:04:21 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
27
+ 2026-03-26T18:05:13 clouds_decoded.modules.refocus.processor INFO Refocusing complete
28
+ 2026-03-26T18:05:13 clouds_decoded.project INFO [refocus] Completed in 51.2s
29
+ 2026-03-26T18:05:13 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
30
+ 2026-03-26T18:05:13 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
31
+ 2026-03-26T18:05:13 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
32
+ 2026-03-26T18:05:16 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
33
+ 2026-03-26T18:05:17 clouds_decoded.project INFO [cloud_properties] Completed in 4.8s
logs/S2A_MSIL1C_20160619T011652_N0500_R031_T54SVC_20231007T033738/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T22:50:06.843665 ---
3
+ 2026-03-26T22:50:06 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T22:50:06 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160619T011652_N0500_R031_T54SVC_20231007T033738
6
+ 2026-03-26T22:50:06 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T22:52:00 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T22:52:05 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T22:53:25 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 1456907/1827029 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T22:53:28 clouds_decoded.project INFO [cloud_mask] Completed in 88.6s
11
+ 2026-03-26T22:53:33 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T22:53:33 clouds_decoded.sliding_window INFO Sliding window: skipping 85/484 windows (no True pixels in skip_mask)
13
+ 2026-03-26T22:53:58 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 29.7 seconds
14
+ 2026-03-26T22:54:02 clouds_decoded.project INFO [cloud_height] Completed in 33.1s
15
+ 2026-03-26T22:54:03 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 45.5%
16
+ 2026-03-26T22:54:08 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
17
+ 2026-03-26T22:54:10 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
18
+ 2026-03-26T22:54:11 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
19
+ 2026-03-26T22:54:12 clouds_decoded.project INFO [albedo] Completed in 9.8s
20
+ 2026-03-26T22:54:12 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T22:55:06 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T22:55:06 clouds_decoded.project INFO [refocus] Completed in 54.1s
23
+ 2026-03-26T22:55:06 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T22:55:06 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T22:55:07 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T22:55:10 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T22:55:12 clouds_decoded.project INFO [cloud_properties] Completed in 5.8s
logs/S2A_MSIL1C_20160623T143752_N0500_R096_T21PTT_20231007T194022/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T19:40:07.914755 ---
3
+ 2026-03-26T19:40:07 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T19:40:07 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160623T143752_N0500_R096_T21PTT_20231007T194022
6
+ 2026-03-26T19:40:07 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T19:42:54 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T19:42:55 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T19:43:28 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 620277/3029209 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T19:43:29 clouds_decoded.project INFO [cloud_mask] Completed in 34.7s
11
+ 2026-03-26T19:43:31 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T19:43:31 clouds_decoded.sliding_window INFO Sliding window: skipping 13/484 windows (no True pixels in skip_mask)
13
+ 2026-03-26T19:44:07 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 37.7 seconds
14
+ 2026-03-26T19:44:26 clouds_decoded.project INFO [cloud_height] Completed in 57.3s
15
+ 2026-03-26T19:44:30 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 85.7%
16
+ 2026-03-26T19:44:33 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
17
+ 2026-03-26T19:44:35 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
18
+ 2026-03-26T19:44:35 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
19
+ 2026-03-26T19:44:36 clouds_decoded.project INFO [albedo] Completed in 9.5s
20
+ 2026-03-26T19:44:36 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T19:45:34 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T19:45:34 clouds_decoded.project INFO [refocus] Completed in 58.0s
23
+ 2026-03-26T19:45:34 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T19:45:34 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T19:45:35 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T19:45:44 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T19:45:45 clouds_decoded.project INFO [cloud_properties] Completed in 11.1s
logs/S2A_MSIL1C_20160713T143752_N0500_R096_T21PTT_20230929T112656/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T19:41:11.489449 ---
3
+ 2026-03-26T19:41:11 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T19:41:11 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160713T143752_N0500_R096_T21PTT_20230929T112656
6
+ 2026-03-26T19:41:11 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T19:43:29 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T19:43:29 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T19:44:31 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 522759/2393543 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T19:44:32 clouds_decoded.project INFO [cloud_mask] Completed in 63.3s
11
+ 2026-03-26T19:44:34 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T19:44:35 clouds_decoded.sliding_window INFO Sliding window: skipping 15/484 windows (no True pixels in skip_mask)
13
+ 2026-03-26T19:45:05 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 32.6 seconds
14
+ 2026-03-26T19:45:24 clouds_decoded.project INFO [cloud_height] Completed in 52.1s
15
+ 2026-03-26T19:45:26 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 88.9%
16
+ 2026-03-26T19:45:30 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
17
+ 2026-03-26T19:45:33 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
18
+ 2026-03-26T19:45:34 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
19
+ 2026-03-26T19:45:34 clouds_decoded.project INFO [albedo] Completed in 9.6s
20
+ 2026-03-26T19:45:34 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T19:47:13 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T19:47:13 clouds_decoded.project INFO [refocus] Completed in 98.6s
23
+ 2026-03-26T19:47:13 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T19:47:13 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T19:47:14 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T19:47:24 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T19:47:25 clouds_decoded.project INFO [cloud_properties] Completed in 11.9s
logs/S2A_MSIL1C_20160716T213932_N0500_R143_T02KNG_20230929T114617/pipeline.log ADDED
@@ -0,0 +1,34 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T11:19:52.874379 ---
3
+ 2026-03-26T11:19:52 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T11:19:52 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160716T213932_N0500_R143_T02KNG_20230929T114617
6
+ 2026-03-26T11:19:52 clouds_decoded.project INFO ============================================================
7
+
8
+ --- Run started 2026-03-26T15:21:22.969410 ---
9
+ 2026-03-26T15:21:22 clouds_decoded.project INFO
10
+ ============================================================
11
+ 2026-03-26T15:21:22 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160716T213932_N0500_R143_T02KNG_20230929T114617
12
+ 2026-03-26T15:21:22 clouds_decoded.project INFO ============================================================
13
+ 2026-03-26T15:22:14 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
14
+ 2026-03-26T15:22:15 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
15
+ 2026-03-26T15:22:47 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 1195118/1195973 shadow pixels reclassified as thick cloud (window=101px)
16
+ 2026-03-26T15:22:48 clouds_decoded.project INFO [cloud_mask] Completed in 33.2s
17
+ 2026-03-26T15:22:50 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
18
+ 2026-03-26T15:23:12 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 24.4 seconds
19
+ 2026-03-26T15:23:16 clouds_decoded.project INFO [cloud_height] Completed in 27.9s
20
+ 2026-03-26T15:23:17 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 1.4%
21
+ 2026-03-26T15:23:17 clouds_decoded.modules.albedo_estimator.processor WARNING Clear fraction 1.4% < threshold 5%. Running fallback.
22
+ 2026-03-26T15:23:17 clouds_decoded.modules.albedo_estimator.processor INFO Using data-driven MLP fallback
23
+ 2026-03-26T15:23:18 clouds_decoded.modules.albedo_estimator.datadriven.processor INFO Loaded data-driven albedo model from /home/ali/.local/share/clouds-decoded/models/albedo_datadriven/default.pth (device=cuda)
24
+ 2026-03-26T15:23:19 clouds_decoded.modules.albedo_estimator.datadriven.processor WARNING Data-driven albedo is still a work in progress and results may be suboptimal. Per-pixel predictions are averaged to a single scene-wide value per band to mitigate known striping artefacts.
25
+ 2026-03-26T15:23:19 clouds_decoded.modules.albedo_estimator.datadriven.processor INFO Data-driven albedo estimation complete for 13 bands (grid=366x366, resolution=300m)
26
+ 2026-03-26T15:23:19 clouds_decoded.project INFO [albedo] Completed in 3.2s
27
+ 2026-03-26T15:23:19 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
28
+ 2026-03-26T15:23:42 clouds_decoded.modules.refocus.processor INFO Refocusing complete
29
+ 2026-03-26T15:23:42 clouds_decoded.project INFO [refocus] Completed in 23.2s
30
+ 2026-03-26T15:23:42 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
31
+ 2026-03-26T15:23:42 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
32
+ 2026-03-26T15:23:43 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
33
+ 2026-03-26T15:23:45 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
34
+ 2026-03-26T15:23:47 clouds_decoded.project INFO [cloud_properties] Completed in 4.9s
logs/S2A_MSIL1C_20160728T182922_N0500_R027_T11RLP_20231005T183214/pipeline.log ADDED
@@ -0,0 +1,33 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T17:55:45.519032 ---
3
+ 2026-03-26T17:55:45 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T17:55:45 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160728T182922_N0500_R027_T11RLP_20231005T183214
6
+ 2026-03-26T17:55:45 clouds_decoded.project INFO ============================================================
7
+
8
+ --- Run started 2026-03-26T18:02:10.027628 ---
9
+ 2026-03-26T18:02:10 clouds_decoded.project INFO
10
+ ============================================================
11
+ 2026-03-26T18:02:10 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160728T182922_N0500_R027_T11RLP_20231005T183214
12
+ 2026-03-26T18:02:10 clouds_decoded.project INFO ============================================================
13
+ 2026-03-26T18:03:42 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
14
+ 2026-03-26T18:03:43 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
15
+ 2026-03-26T18:04:19 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 5251510/5453704 shadow pixels reclassified as thick cloud (window=101px)
16
+ 2026-03-26T18:04:20 clouds_decoded.project INFO [cloud_mask] Completed in 37.5s
17
+ 2026-03-26T18:04:23 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
18
+ 2026-03-26T18:04:23 clouds_decoded.sliding_window INFO Sliding window: skipping 1/484 windows (no True pixels in skip_mask)
19
+ 2026-03-26T18:05:00 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 40.0 seconds
20
+ 2026-03-26T18:05:05 clouds_decoded.project INFO [cloud_height] Completed in 44.9s
21
+ 2026-03-26T18:05:07 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 11.7%
22
+ 2026-03-26T18:05:12 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
23
+ 2026-03-26T18:05:14 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
24
+ 2026-03-26T18:05:14 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
25
+ 2026-03-26T18:05:15 clouds_decoded.project INFO [albedo] Completed in 10.2s
26
+ 2026-03-26T18:05:15 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
27
+ 2026-03-26T18:05:49 clouds_decoded.modules.refocus.processor INFO Refocusing complete
28
+ 2026-03-26T18:05:49 clouds_decoded.project INFO [refocus] Completed in 34.6s
29
+ 2026-03-26T18:05:50 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
30
+ 2026-03-26T18:05:50 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
31
+ 2026-03-26T18:05:51 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
32
+ 2026-03-26T18:05:58 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
33
+ 2026-03-26T18:06:00 clouds_decoded.project INFO [cloud_properties] Completed in 10.7s
logs/S2A_MSIL1C_20160729T011702_N0500_R031_T54SVC_20231001T235725/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T22:50:54.180514 ---
3
+ 2026-03-26T22:50:54 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T22:50:54 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160729T011702_N0500_R031_T54SVC_20231001T235725
6
+ 2026-03-26T22:50:54 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T22:53:28 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T22:53:29 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T22:54:02 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 1025838/2442555 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T22:54:03 clouds_decoded.project INFO [cloud_mask] Completed in 34.5s
11
+ 2026-03-26T22:54:06 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T22:54:06 clouds_decoded.sliding_window INFO Sliding window: skipping 97/484 windows (no True pixels in skip_mask)
13
+ 2026-03-26T22:54:59 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 56.0 seconds
14
+ 2026-03-26T22:55:05 clouds_decoded.project INFO [cloud_height] Completed in 61.6s
15
+ 2026-03-26T22:55:06 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 76.7%
16
+ 2026-03-26T22:55:11 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
17
+ 2026-03-26T22:55:14 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
18
+ 2026-03-26T22:55:14 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
19
+ 2026-03-26T22:55:15 clouds_decoded.project INFO [albedo] Completed in 10.1s
20
+ 2026-03-26T22:55:15 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T22:56:14 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T22:56:14 clouds_decoded.project INFO [refocus] Completed in 59.6s
23
+ 2026-03-26T22:56:14 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T22:56:15 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T22:56:16 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T22:56:24 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T22:56:25 clouds_decoded.project INFO [cloud_properties] Completed in 10.6s
logs/S2A_MSIL1C_20160804T181922_N0500_R127_T11RLP_20230922T173304/pipeline.log ADDED
@@ -0,0 +1,34 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T18:00:22.982731 ---
3
+ 2026-03-26T18:00:22 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T18:00:22 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160804T181922_N0500_R127_T11RLP_20230922T173304
6
+ 2026-03-26T18:00:22 clouds_decoded.project INFO ============================================================
7
+
8
+ --- Run started 2026-03-26T18:02:18.120381 ---
9
+ 2026-03-26T18:02:18 clouds_decoded.project INFO
10
+ ============================================================
11
+ 2026-03-26T18:02:18 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160804T181922_N0500_R127_T11RLP_20230922T173304
12
+ 2026-03-26T18:02:18 clouds_decoded.project INFO ============================================================
13
+ 2026-03-26T18:04:20 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
14
+ 2026-03-26T18:04:20 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
15
+ 2026-03-26T18:05:03 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 100940/101036 shadow pixels reclassified as thick cloud (window=101px)
16
+ 2026-03-26T18:05:04 clouds_decoded.project INFO [cloud_mask] Completed in 44.6s
17
+ 2026-03-26T18:05:08 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
18
+ 2026-03-26T18:05:08 clouds_decoded.sliding_window INFO Sliding window: skipping 395/484 windows (no True pixels in skip_mask)
19
+ 2026-03-26T18:05:13 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 8.7 seconds
20
+ 2026-03-26T18:05:18 clouds_decoded.project INFO [cloud_height] Completed in 13.1s
21
+ 2026-03-26T18:05:20 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 0.0%
22
+ 2026-03-26T18:05:20 clouds_decoded.modules.albedo_estimator.processor WARNING Clear fraction 0.0% < threshold 5%. Running fallback.
23
+ 2026-03-26T18:05:20 clouds_decoded.modules.albedo_estimator.processor INFO Using data-driven MLP fallback
24
+ 2026-03-26T18:05:33 clouds_decoded.modules.albedo_estimator.datadriven.processor WARNING Data-driven albedo is still a work in progress and results may be suboptimal. Per-pixel predictions are averaged to a single scene-wide value per band to mitigate known striping artefacts.
25
+ 2026-03-26T18:05:33 clouds_decoded.modules.albedo_estimator.datadriven.processor INFO Data-driven albedo estimation complete for 13 bands (grid=366x366, resolution=300m)
26
+ 2026-03-26T18:05:51 clouds_decoded.project INFO [albedo] Completed in 32.8s
27
+ 2026-03-26T18:05:51 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
28
+ 2026-03-26T18:08:28 clouds_decoded.modules.refocus.processor INFO Refocusing complete
29
+ 2026-03-26T18:08:28 clouds_decoded.project INFO [refocus] Completed in 157.5s
30
+ 2026-03-26T18:08:28 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
31
+ 2026-03-26T18:08:29 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
32
+ 2026-03-26T18:08:30 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
33
+ 2026-03-26T18:08:40 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
34
+ 2026-03-26T18:08:41 clouds_decoded.project INFO [cloud_properties] Completed in 12.9s
logs/S2A_MSIL1C_20160805T213932_N0500_R143_T02KNG_20230924T045928/pipeline.log ADDED
@@ -0,0 +1,33 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T11:26:52.373063 ---
3
+ 2026-03-26T11:26:52 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T11:26:52 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160805T213932_N0500_R143_T02KNG_20230924T045928
6
+ 2026-03-26T11:26:52 clouds_decoded.project INFO ============================================================
7
+
8
+ --- Run started 2026-03-26T15:21:27.843959 ---
9
+ 2026-03-26T15:21:27 clouds_decoded.project INFO
10
+ ============================================================
11
+ 2026-03-26T15:21:27 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160805T213932_N0500_R143_T02KNG_20230924T045928
12
+ 2026-03-26T15:21:27 clouds_decoded.project INFO ============================================================
13
+ 2026-03-26T15:22:48 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
14
+ 2026-03-26T15:22:48 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
15
+ 2026-03-26T15:23:19 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 2786242/4308472 shadow pixels reclassified as thick cloud (window=101px)
16
+ 2026-03-26T15:23:21 clouds_decoded.project INFO [cloud_mask] Completed in 32.9s
17
+ 2026-03-26T15:23:23 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
18
+ 2026-03-26T15:23:23 clouds_decoded.sliding_window INFO Sliding window: skipping 19/484 windows (no True pixels in skip_mask)
19
+ 2026-03-26T15:23:44 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 23.3 seconds
20
+ 2026-03-26T15:23:47 clouds_decoded.project INFO [cloud_height] Completed in 26.4s
21
+ 2026-03-26T15:23:49 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 52.2%
22
+ 2026-03-26T15:23:52 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
23
+ 2026-03-26T15:23:54 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
24
+ 2026-03-26T15:23:54 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
25
+ 2026-03-26T15:23:54 clouds_decoded.project INFO [albedo] Completed in 7.2s
26
+ 2026-03-26T15:23:54 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
27
+ 2026-03-26T15:24:18 clouds_decoded.modules.refocus.processor INFO Refocusing complete
28
+ 2026-03-26T15:24:18 clouds_decoded.project INFO [refocus] Completed in 24.0s
29
+ 2026-03-26T15:24:18 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
30
+ 2026-03-26T15:24:18 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
31
+ 2026-03-26T15:24:19 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
32
+ 2026-03-26T15:24:20 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
33
+ 2026-03-26T15:24:22 clouds_decoded.project INFO [cloud_properties] Completed in 3.4s
logs/S2A_MSIL1C_20160812T143752_N0500_R096_T21PTT_20231024T043728/pipeline.log ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T19:42:09.069964 ---
3
+ 2026-03-26T19:42:09 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T19:42:09 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160812T143752_N0500_R096_T21PTT_20231024T043728
6
+ 2026-03-26T19:42:09 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T19:44:32 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T19:44:33 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T19:45:25 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 3649712/6233527 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T19:45:27 clouds_decoded.project INFO [cloud_mask] Completed in 54.3s
11
+ 2026-03-26T19:45:31 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T19:46:11 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 44.3 seconds
13
+ 2026-03-26T19:47:03 clouds_decoded.project INFO [cloud_height] Completed in 96.1s
14
+ 2026-03-26T19:47:04 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 33.2%
15
+ 2026-03-26T19:47:08 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
16
+ 2026-03-26T19:47:10 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
17
+ 2026-03-26T19:47:11 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
18
+ 2026-03-26T19:47:11 clouds_decoded.project INFO [albedo] Completed in 8.3s
19
+ 2026-03-26T19:47:11 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
20
+ 2026-03-26T19:47:59 clouds_decoded.modules.refocus.processor INFO Refocusing complete
21
+ 2026-03-26T19:47:59 clouds_decoded.project INFO [refocus] Completed in 47.6s
22
+ 2026-03-26T19:47:59 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
23
+ 2026-03-26T19:47:59 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
24
+ 2026-03-26T19:48:00 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
25
+ 2026-03-26T19:48:28 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
26
+ 2026-03-26T19:48:29 clouds_decoded.project INFO [cloud_properties] Completed in 29.5s
logs/S2A_MSIL1C_20160818T011652_N0500_R031_T54SVC_20231003T233425/pipeline.log ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T22:51:28.187195 ---
3
+ 2026-03-26T22:51:28 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T22:51:28 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160818T011652_N0500_R031_T54SVC_20231003T233425
6
+ 2026-03-26T22:51:28 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T22:54:03 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T22:54:03 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T22:55:04 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 2317646/4051506 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T22:55:05 clouds_decoded.project INFO [cloud_mask] Completed in 62.2s
11
+ 2026-03-26T22:55:08 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T22:56:05 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 60.3 seconds
13
+ 2026-03-26T22:56:08 clouds_decoded.project INFO [cloud_height] Completed in 63.3s
14
+ 2026-03-26T22:56:11 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 39.9%
15
+ 2026-03-26T22:56:17 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
16
+ 2026-03-26T22:56:19 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
17
+ 2026-03-26T22:56:20 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
18
+ 2026-03-26T22:56:20 clouds_decoded.project INFO [albedo] Completed in 11.6s
19
+ 2026-03-26T22:56:20 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
20
+ 2026-03-26T22:56:48 clouds_decoded.modules.refocus.processor INFO Refocusing complete
21
+ 2026-03-26T22:56:48 clouds_decoded.project INFO [refocus] Completed in 28.3s
22
+ 2026-03-26T22:56:48 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
23
+ 2026-03-26T22:56:49 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
24
+ 2026-03-26T22:56:50 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
25
+ 2026-03-26T22:56:58 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
26
+ 2026-03-26T22:57:00 clouds_decoded.project INFO [cloud_properties] Completed in 11.2s
logs/S2A_MSIL1C_20160906T182922_N0500_R027_T11RLP_20230929T071255/pipeline.log ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T18:02:59.333160 ---
3
+ 2026-03-26T18:02:59 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T18:02:59 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160906T182922_N0500_R027_T11RLP_20230929T071255
6
+ 2026-03-26T18:02:59 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T18:05:04 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T18:05:05 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T18:05:40 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 1430284/1452938 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T18:05:41 clouds_decoded.project INFO [cloud_mask] Completed in 36.7s
11
+ 2026-03-26T18:05:44 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T18:06:18 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 37.1 seconds
13
+ 2026-03-26T18:06:55 clouds_decoded.project INFO [cloud_height] Completed in 73.5s
14
+ 2026-03-26T18:07:22 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 6.4%
15
+ 2026-03-26T18:07:59 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
16
+ 2026-03-26T18:08:10 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
17
+ 2026-03-26T18:08:11 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
18
+ 2026-03-26T18:08:11 clouds_decoded.project INFO [albedo] Completed in 76.4s
19
+ 2026-03-26T18:08:11 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
20
+ 2026-03-26T18:08:53 clouds_decoded.modules.refocus.processor INFO Refocusing complete
21
+ 2026-03-26T18:08:53 clouds_decoded.project INFO [refocus] Completed in 41.9s
22
+ 2026-03-26T18:08:53 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
23
+ 2026-03-26T18:08:53 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
24
+ 2026-03-26T18:08:54 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
25
+ 2026-03-26T18:08:55 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
26
+ 2026-03-26T18:08:56 clouds_decoded.project INFO [cloud_properties] Completed in 3.4s
logs/S2A_MSIL1C_20160911T143742_N0500_R096_T21PTT_20230923T171926/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T19:42:54.679442 ---
3
+ 2026-03-26T19:42:54 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T19:42:54 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160911T143742_N0500_R096_T21PTT_20230923T171926
6
+ 2026-03-26T19:42:54 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T19:45:27 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T19:45:27 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T19:47:04 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 812969/2521049 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T19:47:05 clouds_decoded.project INFO [cloud_mask] Completed in 98.6s
11
+ 2026-03-26T19:47:09 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T19:47:09 clouds_decoded.sliding_window INFO Sliding window: skipping 52/484 windows (no True pixels in skip_mask)
13
+ 2026-03-26T19:47:39 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 33.4 seconds
14
+ 2026-03-26T19:47:49 clouds_decoded.project INFO [cloud_height] Completed in 43.9s
15
+ 2026-03-26T19:47:50 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 82.0%
16
+ 2026-03-26T19:47:53 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
17
+ 2026-03-26T19:47:56 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
18
+ 2026-03-26T19:47:56 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
19
+ 2026-03-26T19:47:56 clouds_decoded.project INFO [albedo] Completed in 7.4s
20
+ 2026-03-26T19:47:56 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T19:49:20 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T19:49:20 clouds_decoded.project INFO [refocus] Completed in 83.2s
23
+ 2026-03-26T19:49:20 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T19:49:20 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T19:49:22 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T19:49:29 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T19:49:30 clouds_decoded.project INFO [cloud_properties] Completed in 10.1s
logs/S2A_MSIL1C_20160914T213922_N0500_R143_T02KNG_20230929T052950/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T15:21:44.986709 ---
3
+ 2026-03-26T15:21:44 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T15:21:44 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160914T213922_N0500_R143_T02KNG_20230929T052950
6
+ 2026-03-26T15:21:44 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T15:23:21 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T15:23:21 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T15:23:52 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 6257790/6377635 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T15:23:53 clouds_decoded.project INFO [cloud_mask] Completed in 32.2s
11
+ 2026-03-26T15:23:56 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T15:24:17 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 24.7 seconds
13
+ 2026-03-26T15:24:21 clouds_decoded.project INFO [cloud_height] Completed in 28.0s
14
+ 2026-03-26T15:24:23 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 0.4%
15
+ 2026-03-26T15:24:23 clouds_decoded.modules.albedo_estimator.processor WARNING Clear fraction 0.4% < threshold 5%. Running fallback.
16
+ 2026-03-26T15:24:23 clouds_decoded.modules.albedo_estimator.processor INFO Using data-driven MLP fallback
17
+ 2026-03-26T15:24:23 clouds_decoded.modules.albedo_estimator.datadriven.processor WARNING Data-driven albedo is still a work in progress and results may be suboptimal. Per-pixel predictions are averaged to a single scene-wide value per band to mitigate known striping artefacts.
18
+ 2026-03-26T15:24:23 clouds_decoded.modules.albedo_estimator.datadriven.processor INFO Data-driven albedo estimation complete for 13 bands (grid=366x366, resolution=300m)
19
+ 2026-03-26T15:24:23 clouds_decoded.project INFO [albedo] Completed in 2.2s
20
+ 2026-03-26T15:24:23 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T15:24:43 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T15:24:43 clouds_decoded.project INFO [refocus] Completed in 20.0s
23
+ 2026-03-26T15:24:43 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T15:24:43 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T15:24:44 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T15:24:45 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T15:24:47 clouds_decoded.project INFO [cloud_properties] Completed in 4.2s
logs/S2A_MSIL1C_20160927T011652_N0500_R031_T54SVC_20230929T162007/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T22:52:00.378076 ---
3
+ 2026-03-26T22:52:00 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T22:52:00 clouds_decoded.project INFO Scene: S2A_MSIL1C_20160927T011652_N0500_R031_T54SVC_20230929T162007
6
+ 2026-03-26T22:52:00 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T22:55:05 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T22:55:06 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T22:56:07 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 1307192/1828311 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T22:56:08 clouds_decoded.project INFO [cloud_mask] Completed in 62.8s
11
+ 2026-03-26T22:56:12 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T22:56:12 clouds_decoded.sliding_window INFO Sliding window: skipping 15/484 windows (no True pixels in skip_mask)
13
+ 2026-03-26T22:56:40 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 31.5 seconds
14
+ 2026-03-26T22:56:43 clouds_decoded.project INFO [cloud_height] Completed in 34.3s
15
+ 2026-03-26T22:56:45 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 63.5%
16
+ 2026-03-26T22:56:51 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
17
+ 2026-03-26T22:56:53 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
18
+ 2026-03-26T22:56:54 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
19
+ 2026-03-26T22:56:55 clouds_decoded.project INFO [albedo] Completed in 11.9s
20
+ 2026-03-26T22:56:55 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T22:57:26 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T22:57:26 clouds_decoded.project INFO [refocus] Completed in 31.8s
23
+ 2026-03-26T22:57:27 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T22:57:27 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T22:57:27 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T22:57:31 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T22:57:33 clouds_decoded.project INFO [cloud_properties] Completed in 6.7s
logs/S2A_MSIL1C_20161004T213922_N0500_R143_T02KNG_20230922T095633/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T15:22:14.988178 ---
3
+ 2026-03-26T15:22:14 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T15:22:14 clouds_decoded.project INFO Scene: S2A_MSIL1C_20161004T213922_N0500_R143_T02KNG_20230922T095633
6
+ 2026-03-26T15:22:14 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T15:23:53 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T15:23:53 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T15:24:24 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 688585/1474127 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T15:24:25 clouds_decoded.project INFO [cloud_mask] Completed in 32.6s
11
+ 2026-03-26T15:24:28 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T15:24:28 clouds_decoded.sliding_window INFO Sliding window: skipping 228/484 windows (no True pixels in skip_mask)
13
+ 2026-03-26T15:24:40 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 14.7 seconds
14
+ 2026-03-26T15:24:43 clouds_decoded.project INFO [cloud_height] Completed in 17.8s
15
+ 2026-03-26T15:24:45 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 88.3%
16
+ 2026-03-26T15:24:48 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
17
+ 2026-03-26T15:24:50 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
18
+ 2026-03-26T15:24:50 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
19
+ 2026-03-26T15:24:50 clouds_decoded.project INFO [albedo] Completed in 6.6s
20
+ 2026-03-26T15:24:50 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T15:25:15 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T15:25:15 clouds_decoded.project INFO [refocus] Completed in 25.5s
23
+ 2026-03-26T15:25:15 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T15:25:15 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T15:25:16 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T15:25:18 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T15:25:18 clouds_decoded.project INFO [cloud_properties] Completed in 2.7s
logs/S2A_MSIL1C_20161016T183342_N0500_R027_T11RLP_20230928T094427/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T18:03:42.828353 ---
3
+ 2026-03-26T18:03:42 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T18:03:42 clouds_decoded.project INFO Scene: S2A_MSIL1C_20161016T183342_N0500_R027_T11RLP_20230928T094427
6
+ 2026-03-26T18:03:42 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T18:05:41 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T18:05:42 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T18:07:59 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 2850437/2956263 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T18:08:08 clouds_decoded.project INFO [cloud_mask] Completed in 147.3s
11
+ 2026-03-26T18:08:17 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T18:08:17 clouds_decoded.sliding_window INFO Sliding window: skipping 5/484 windows (no True pixels in skip_mask)
13
+ 2026-03-26T18:08:50 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 41.5 seconds
14
+ 2026-03-26T18:08:54 clouds_decoded.project INFO [cloud_height] Completed in 45.6s
15
+ 2026-03-26T18:08:55 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 14.2%
16
+ 2026-03-26T18:08:58 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
17
+ 2026-03-26T18:09:00 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
18
+ 2026-03-26T18:09:00 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
19
+ 2026-03-26T18:09:01 clouds_decoded.project INFO [albedo] Completed in 6.7s
20
+ 2026-03-26T18:09:01 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T18:10:07 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T18:10:07 clouds_decoded.project INFO [refocus] Completed in 66.1s
23
+ 2026-03-26T18:10:07 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T18:10:07 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T18:10:08 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T18:10:18 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T18:10:20 clouds_decoded.project INFO [cloud_properties] Completed in 13.4s
logs/S2A_MSIL1C_20161027T012652_N0500_R031_T54SVC_20230929T083927/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T22:53:28.959843 ---
3
+ 2026-03-26T22:53:28 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T22:53:28 clouds_decoded.project INFO Scene: S2A_MSIL1C_20161027T012652_N0500_R031_T54SVC_20230929T083927
6
+ 2026-03-26T22:53:28 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T22:56:08 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T22:56:08 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T22:56:41 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 3083916/4704347 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T22:56:42 clouds_decoded.project INFO [cloud_mask] Completed in 34.4s
11
+ 2026-03-26T22:56:46 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T22:56:46 clouds_decoded.sliding_window INFO Sliding window: skipping 5/484 windows (no True pixels in skip_mask)
13
+ 2026-03-26T22:57:20 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 36.7 seconds
14
+ 2026-03-26T22:57:26 clouds_decoded.project INFO [cloud_height] Completed in 43.1s
15
+ 2026-03-26T22:57:29 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 41.3%
16
+ 2026-03-26T22:57:34 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
17
+ 2026-03-26T22:57:37 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
18
+ 2026-03-26T22:57:37 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
19
+ 2026-03-26T22:57:38 clouds_decoded.project INFO [albedo] Completed in 11.6s
20
+ 2026-03-26T22:57:38 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T22:57:54 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T22:57:54 clouds_decoded.project INFO [refocus] Completed in 16.6s
23
+ 2026-03-26T22:57:54 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T22:57:55 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T22:57:55 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T22:57:59 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T22:58:01 clouds_decoded.project INFO [cloud_properties] Completed in 6.5s
logs/S2A_MSIL1C_20161031T143752_N0500_R096_T21PTT_20230928T192021/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T19:43:29.372620 ---
3
+ 2026-03-26T19:43:29 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T19:43:29 clouds_decoded.project INFO Scene: S2A_MSIL1C_20161031T143752_N0500_R096_T21PTT_20230928T192021
6
+ 2026-03-26T19:43:29 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T19:47:05 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T19:47:06 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T19:47:50 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 1886259/4488121 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T19:47:52 clouds_decoded.project INFO [cloud_mask] Completed in 46.6s
11
+ 2026-03-26T19:47:55 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T19:47:55 clouds_decoded.sliding_window INFO Sliding window: skipping 3/484 windows (no True pixels in skip_mask)
13
+ 2026-03-26T19:48:29 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 37.5 seconds
14
+ 2026-03-26T19:49:10 clouds_decoded.project INFO [cloud_height] Completed in 78.2s
15
+ 2026-03-26T19:49:11 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 67.0%
16
+ 2026-03-26T19:49:16 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
17
+ 2026-03-26T19:49:19 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
18
+ 2026-03-26T19:49:19 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
19
+ 2026-03-26T19:49:20 clouds_decoded.project INFO [albedo] Completed in 10.0s
20
+ 2026-03-26T19:49:20 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T19:50:15 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T19:50:15 clouds_decoded.project INFO [refocus] Completed in 55.2s
23
+ 2026-03-26T19:50:15 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T19:50:15 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T19:50:16 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T19:50:25 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T19:50:25 clouds_decoded.project INFO [cloud_properties] Completed in 10.3s
logs/S2A_MSIL1C_20161105T183542_N0500_R027_T11RLP_20230922T013102/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T18:04:20.320279 ---
3
+ 2026-03-26T18:04:20 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T18:04:20 clouds_decoded.project INFO Scene: S2A_MSIL1C_20161105T183542_N0500_R027_T11RLP_20230922T013102
6
+ 2026-03-26T18:04:20 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T18:08:08 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T18:08:09 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T18:08:56 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 737395/767978 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T18:08:57 clouds_decoded.project INFO [cloud_mask] Completed in 48.6s
11
+ 2026-03-26T18:09:00 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T18:09:00 clouds_decoded.sliding_window INFO Sliding window: skipping 259/484 windows (no True pixels in skip_mask)
13
+ 2026-03-26T18:09:54 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 57.0 seconds
14
+ 2026-03-26T18:10:00 clouds_decoded.project INFO [cloud_height] Completed in 63.5s
15
+ 2026-03-26T18:10:03 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 86.0%
16
+ 2026-03-26T18:10:09 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
17
+ 2026-03-26T18:10:11 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
18
+ 2026-03-26T18:10:11 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
19
+ 2026-03-26T18:10:11 clouds_decoded.project INFO [albedo] Completed in 10.3s
20
+ 2026-03-26T18:10:11 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T18:11:19 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T18:11:19 clouds_decoded.project INFO [refocus] Completed in 68.0s
23
+ 2026-03-26T18:11:19 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T18:11:19 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T18:11:20 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T18:11:35 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T18:11:36 clouds_decoded.project INFO [cloud_properties] Completed in 16.9s
logs/S2A_MSIL1C_20161106T011832_N0500_R031_T54SVC_20230926T161133/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T22:54:03.497462 ---
3
+ 2026-03-26T22:54:03 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T22:54:03 clouds_decoded.project INFO Scene: S2A_MSIL1C_20161106T011832_N0500_R031_T54SVC_20230926T161133
6
+ 2026-03-26T22:54:03 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T22:56:42 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T22:56:43 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T22:57:24 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 216371/1838251 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T22:57:25 clouds_decoded.project INFO [cloud_mask] Completed in 43.1s
11
+ 2026-03-26T22:57:29 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T22:57:29 clouds_decoded.sliding_window INFO Sliding window: skipping 171/484 windows (no True pixels in skip_mask)
13
+ 2026-03-26T22:57:43 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 17.0 seconds
14
+ 2026-03-26T22:57:46 clouds_decoded.project INFO [cloud_height] Completed in 20.1s
15
+ 2026-03-26T22:57:48 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 93.2%
16
+ 2026-03-26T22:57:51 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
17
+ 2026-03-26T22:57:52 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
18
+ 2026-03-26T22:57:53 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
19
+ 2026-03-26T22:57:53 clouds_decoded.project INFO [albedo] Completed in 6.8s
20
+ 2026-03-26T22:57:53 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T22:59:03 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T22:59:03 clouds_decoded.project INFO [refocus] Completed in 70.2s
23
+ 2026-03-26T22:59:03 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T22:59:03 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T22:59:04 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T22:59:19 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T22:59:20 clouds_decoded.project INFO [cloud_properties] Completed in 16.7s
logs/S2A_MSIL1C_20161110T143752_N0500_R096_T21PTT_20230926T092759/pipeline.log ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T19:44:32.685953 ---
3
+ 2026-03-26T19:44:32 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T19:44:32 clouds_decoded.project INFO Scene: S2A_MSIL1C_20161110T143752_N0500_R096_T21PTT_20230926T092759
6
+ 2026-03-26T19:44:32 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T19:47:52 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T19:47:52 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T19:49:11 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 3420677/3887090 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T19:49:12 clouds_decoded.project INFO [cloud_mask] Completed in 80.3s
11
+ 2026-03-26T19:49:17 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T19:49:58 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 46.1 seconds
13
+ 2026-03-26T19:50:08 clouds_decoded.project INFO [cloud_height] Completed in 56.2s
14
+ 2026-03-26T19:50:11 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 5.7%
15
+ 2026-03-26T19:50:16 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
16
+ 2026-03-26T19:50:19 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
17
+ 2026-03-26T19:50:19 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
18
+ 2026-03-26T19:50:19 clouds_decoded.project INFO [albedo] Completed in 10.9s
19
+ 2026-03-26T19:50:19 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
20
+ 2026-03-26T19:50:54 clouds_decoded.modules.refocus.processor INFO Refocusing complete
21
+ 2026-03-26T19:50:54 clouds_decoded.project INFO [refocus] Completed in 34.2s
22
+ 2026-03-26T19:50:54 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
23
+ 2026-03-26T19:50:54 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
24
+ 2026-03-26T19:50:55 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
25
+ 2026-03-26T19:51:08 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
26
+ 2026-03-26T19:51:10 clouds_decoded.project INFO [cloud_properties] Completed in 16.4s
logs/S2A_MSIL1C_20161113T213932_N0500_R143_T02KNG_20230921T162958/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T15:22:48.210163 ---
3
+ 2026-03-26T15:22:48 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T15:22:48 clouds_decoded.project INFO Scene: S2A_MSIL1C_20161113T213932_N0500_R143_T02KNG_20230921T162958
6
+ 2026-03-26T15:22:48 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T15:24:25 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T15:24:26 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T15:24:52 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 2478807/4431705 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T15:24:53 clouds_decoded.project INFO [cloud_mask] Completed in 27.5s
11
+ 2026-03-26T15:24:56 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T15:24:56 clouds_decoded.sliding_window INFO Sliding window: skipping 3/484 windows (no True pixels in skip_mask)
13
+ 2026-03-26T15:25:16 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 22.9 seconds
14
+ 2026-03-26T15:25:20 clouds_decoded.project INFO [cloud_height] Completed in 26.8s
15
+ 2026-03-26T15:25:22 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 42.3%
16
+ 2026-03-26T15:25:24 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
17
+ 2026-03-26T15:25:26 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
18
+ 2026-03-26T15:25:26 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
19
+ 2026-03-26T15:25:27 clouds_decoded.project INFO [albedo] Completed in 6.9s
20
+ 2026-03-26T15:25:27 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T15:25:50 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T15:25:50 clouds_decoded.project INFO [refocus] Completed in 23.7s
23
+ 2026-03-26T15:25:50 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T15:25:50 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T15:25:51 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T15:25:53 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T15:25:54 clouds_decoded.project INFO [cloud_properties] Completed in 3.2s
logs/S2A_MSIL1C_20161213T213922_N0500_R143_T02KNG_20230916T002043/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T15:23:21.144873 ---
3
+ 2026-03-26T15:23:21 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T15:23:21 clouds_decoded.project INFO Scene: S2A_MSIL1C_20161213T213922_N0500_R143_T02KNG_20230916T002043
6
+ 2026-03-26T15:23:21 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T15:24:53 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T15:24:54 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T15:25:23 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 2798353/2834577 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T15:25:24 clouds_decoded.project INFO [cloud_mask] Completed in 31.2s
11
+ 2026-03-26T15:25:27 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T15:25:47 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 23.4 seconds
13
+ 2026-03-26T15:25:51 clouds_decoded.project INFO [cloud_height] Completed in 26.8s
14
+ 2026-03-26T15:25:53 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 0.0%
15
+ 2026-03-26T15:25:53 clouds_decoded.modules.albedo_estimator.processor WARNING Clear fraction 0.0% < threshold 5%. Running fallback.
16
+ 2026-03-26T15:25:53 clouds_decoded.modules.albedo_estimator.processor INFO Using data-driven MLP fallback
17
+ 2026-03-26T15:25:54 clouds_decoded.modules.albedo_estimator.datadriven.processor WARNING Data-driven albedo is still a work in progress and results may be suboptimal. Per-pixel predictions are averaged to a single scene-wide value per band to mitigate known striping artefacts.
18
+ 2026-03-26T15:25:54 clouds_decoded.modules.albedo_estimator.datadriven.processor INFO Data-driven albedo estimation complete for 13 bands (grid=366x366, resolution=300m)
19
+ 2026-03-26T15:25:54 clouds_decoded.project INFO [albedo] Completed in 2.9s
20
+ 2026-03-26T15:25:54 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T15:26:14 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T15:26:14 clouds_decoded.project INFO [refocus] Completed in 20.6s
23
+ 2026-03-26T15:26:15 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T15:26:15 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T15:26:15 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T15:26:20 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T15:26:23 clouds_decoded.project INFO [cloud_properties] Completed in 8.7s
logs/S2A_MSIL1C_20161215T183752_N0500_R027_T11RLP_20231031T003638/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T18:05:04.882882 ---
3
+ 2026-03-26T18:05:04 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T18:05:04 clouds_decoded.project INFO Scene: S2A_MSIL1C_20161215T183752_N0500_R027_T11RLP_20231031T003638
6
+ 2026-03-26T18:05:04 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T18:08:57 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T18:08:57 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T18:09:59 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 1346173/1347541 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T18:10:00 clouds_decoded.project INFO [cloud_mask] Completed in 62.9s
11
+ 2026-03-26T18:10:04 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T18:11:03 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 62.5 seconds
13
+ 2026-03-26T18:11:10 clouds_decoded.project INFO [cloud_height] Completed in 69.7s
14
+ 2026-03-26T18:11:12 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 0.0%
15
+ 2026-03-26T18:11:12 clouds_decoded.modules.albedo_estimator.processor WARNING Clear fraction 0.0% < threshold 5%. Running fallback.
16
+ 2026-03-26T18:11:12 clouds_decoded.modules.albedo_estimator.processor INFO Using data-driven MLP fallback
17
+ 2026-03-26T18:11:13 clouds_decoded.modules.albedo_estimator.datadriven.processor WARNING Data-driven albedo is still a work in progress and results may be suboptimal. Per-pixel predictions are averaged to a single scene-wide value per band to mitigate known striping artefacts.
18
+ 2026-03-26T18:11:13 clouds_decoded.modules.albedo_estimator.datadriven.processor INFO Data-driven albedo estimation complete for 13 bands (grid=366x366, resolution=300m)
19
+ 2026-03-26T18:11:13 clouds_decoded.project INFO [albedo] Completed in 2.8s
20
+ 2026-03-26T18:11:13 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T18:11:56 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T18:11:56 clouds_decoded.project INFO [refocus] Completed in 42.6s
23
+ 2026-03-26T18:11:56 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T18:11:56 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T18:11:56 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T18:11:58 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T18:12:00 clouds_decoded.project INFO [cloud_properties] Completed in 4.4s
logs/S2A_MSIL1C_20161226T012042_N0500_R031_T54SVC_20230923T002124/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T22:55:05.656865 ---
3
+ 2026-03-26T22:55:05 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T22:55:05 clouds_decoded.project INFO Scene: S2A_MSIL1C_20161226T012042_N0500_R031_T54SVC_20230923T002124
6
+ 2026-03-26T22:55:05 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T22:57:25 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T22:57:26 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T22:57:53 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 3097229/3420552 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T22:57:54 clouds_decoded.project INFO [cloud_mask] Completed in 28.1s
11
+ 2026-03-26T22:57:57 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T22:58:27 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 33.0 seconds
13
+ 2026-03-26T22:58:47 clouds_decoded.project INFO [cloud_height] Completed in 53.8s
14
+ 2026-03-26T22:58:49 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 2.5%
15
+ 2026-03-26T22:58:49 clouds_decoded.modules.albedo_estimator.processor WARNING Clear fraction 2.5% < threshold 5%. Running fallback.
16
+ 2026-03-26T22:58:49 clouds_decoded.modules.albedo_estimator.processor INFO Using data-driven MLP fallback
17
+ 2026-03-26T22:58:50 clouds_decoded.modules.albedo_estimator.datadriven.processor WARNING Data-driven albedo is still a work in progress and results may be suboptimal. Per-pixel predictions are averaged to a single scene-wide value per band to mitigate known striping artefacts.
18
+ 2026-03-26T22:58:50 clouds_decoded.modules.albedo_estimator.datadriven.processor INFO Data-driven albedo estimation complete for 13 bands (grid=366x366, resolution=300m)
19
+ 2026-03-26T22:58:50 clouds_decoded.project INFO [albedo] Completed in 2.8s
20
+ 2026-03-26T22:58:50 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T22:59:30 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T22:59:30 clouds_decoded.project INFO [refocus] Completed in 40.2s
23
+ 2026-03-26T22:59:31 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T22:59:31 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T22:59:32 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T22:59:38 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T22:59:41 clouds_decoded.project INFO [cloud_properties] Completed in 10.4s
logs/S2A_MSIL1C_20161230T143752_N0500_R096_T21PTT_20230922T032700/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T19:45:27.019508 ---
3
+ 2026-03-26T19:45:27 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T19:45:27 clouds_decoded.project INFO Scene: S2A_MSIL1C_20161230T143752_N0500_R096_T21PTT_20230922T032700
6
+ 2026-03-26T19:45:27 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T19:49:12 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T19:49:12 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T19:50:07 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 280816/1165228 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T19:50:08 clouds_decoded.project INFO [cloud_mask] Completed in 56.2s
11
+ 2026-03-26T19:50:11 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T19:50:11 clouds_decoded.sliding_window INFO Sliding window: skipping 210/484 windows (no True pixels in skip_mask)
13
+ 2026-03-26T19:50:25 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 16.2 seconds
14
+ 2026-03-26T19:50:29 clouds_decoded.project INFO [cloud_height] Completed in 20.6s
15
+ 2026-03-26T19:50:33 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 94.9%
16
+ 2026-03-26T19:50:37 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
17
+ 2026-03-26T19:50:39 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
18
+ 2026-03-26T19:50:39 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
19
+ 2026-03-26T19:50:39 clouds_decoded.project INFO [albedo] Completed in 10.3s
20
+ 2026-03-26T19:50:39 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T19:51:42 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T19:51:42 clouds_decoded.project INFO [refocus] Completed in 63.1s
23
+ 2026-03-26T19:51:43 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T19:51:43 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T19:51:44 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T19:51:52 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T19:51:53 clouds_decoded.project INFO [cloud_properties] Completed in 10.4s
logs/S2A_MSIL1C_20170102T213922_N0500_R143_T02KNG_20230916T024645/pipeline.log ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T15:23:53.310124 ---
3
+ 2026-03-26T15:23:53 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T15:23:53 clouds_decoded.project INFO Scene: S2A_MSIL1C_20170102T213922_N0500_R143_T02KNG_20230916T024645
6
+ 2026-03-26T15:23:53 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T15:25:24 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T15:25:24 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T15:25:56 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 2373400/4581321 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T15:25:57 clouds_decoded.project INFO [cloud_mask] Completed in 32.7s
11
+ 2026-03-26T15:25:59 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T15:26:20 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 23.2 seconds
13
+ 2026-03-26T15:26:23 clouds_decoded.project INFO [cloud_height] Completed in 26.2s
14
+ 2026-03-26T15:26:25 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 53.3%
15
+ 2026-03-26T15:26:27 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
16
+ 2026-03-26T15:26:29 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
17
+ 2026-03-26T15:26:30 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
18
+ 2026-03-26T15:26:30 clouds_decoded.project INFO [albedo] Completed in 7.0s
19
+ 2026-03-26T15:26:30 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
20
+ 2026-03-26T15:26:53 clouds_decoded.modules.refocus.processor INFO Refocusing complete
21
+ 2026-03-26T15:26:53 clouds_decoded.project INFO [refocus] Completed in 23.1s
22
+ 2026-03-26T15:26:53 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
23
+ 2026-03-26T15:26:53 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
24
+ 2026-03-26T15:26:54 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
25
+ 2026-03-26T15:26:55 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
26
+ 2026-03-26T15:26:56 clouds_decoded.project INFO [cloud_properties] Completed in 2.9s
logs/S2A_MSIL1C_20170119T143731_N0500_R096_T21PTT_20230915T050729/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T19:47:05.572408 ---
3
+ 2026-03-26T19:47:05 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T19:47:05 clouds_decoded.project INFO Scene: S2A_MSIL1C_20170119T143731_N0500_R096_T21PTT_20230915T050729
6
+ 2026-03-26T19:47:05 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T19:50:08 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T19:50:09 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T19:50:36 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 577435/2984674 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T19:50:37 clouds_decoded.project INFO [cloud_mask] Completed in 28.9s
11
+ 2026-03-26T19:50:40 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T19:50:40 clouds_decoded.sliding_window INFO Sliding window: skipping 10/484 windows (no True pixels in skip_mask)
13
+ 2026-03-26T19:51:08 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 30.8 seconds
14
+ 2026-03-26T19:51:33 clouds_decoded.project INFO [cloud_height] Completed in 55.4s
15
+ 2026-03-26T19:51:34 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 87.6%
16
+ 2026-03-26T19:51:37 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
17
+ 2026-03-26T19:51:40 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
18
+ 2026-03-26T19:51:40 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
19
+ 2026-03-26T19:51:41 clouds_decoded.project INFO [albedo] Completed in 7.8s
20
+ 2026-03-26T19:51:41 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T19:52:48 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T19:52:48 clouds_decoded.project INFO [refocus] Completed in 67.3s
23
+ 2026-03-26T19:52:48 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T19:52:48 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T19:52:50 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T19:53:02 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T19:53:03 clouds_decoded.project INFO [cloud_properties] Completed in 14.8s
logs/S2A_MSIL1C_20170124T183641_N0500_R027_T11RLP_20230917T174344/pipeline.log ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ --- Run started 2026-03-26T18:05:41.564860 ---
3
+ 2026-03-26T18:05:41 clouds_decoded.project INFO
4
+ ============================================================
5
+ 2026-03-26T18:05:41 clouds_decoded.project INFO Scene: S2A_MSIL1C_20170124T183641_N0500_R027_T11RLP_20230917T174344
6
+ 2026-03-26T18:05:41 clouds_decoded.project INFO ============================================================
7
+ 2026-03-26T18:10:00 clouds_decoded.modules.cloud_mask.processor INFO Input Resolution Processing: Native 10.00m -> Target 15.0m. Shape: (7320, 7320)
8
+ 2026-03-26T18:10:00 clouds_decoded.modules.cloud_mask.processor INFO Running cloud mask inference...
9
+ 2026-03-26T18:11:10 clouds_decoded.modules.cloud_mask.processor INFO Shadow reclassification: 1646901/3186934 shadow pixels reclassified as thick cloud (window=101px)
10
+ 2026-03-26T18:11:11 clouds_decoded.project INFO [cloud_mask] Completed in 71.5s
11
+ 2026-03-26T18:11:14 clouds_decoded.modules.cloud_height_emulator.processor INFO Running inference on shape (8, 10980, 10980)
12
+ 2026-03-26T18:11:14 clouds_decoded.sliding_window INFO Sliding window: skipping 82/484 windows (no True pixels in skip_mask)
13
+ 2026-03-26T18:11:47 clouds_decoded.modules.cloud_height_emulator.processor INFO Inference completed in 35.1 seconds
14
+ 2026-03-26T18:11:51 clouds_decoded.project INFO [cloud_height] Completed in 39.6s
15
+ 2026-03-26T18:11:53 clouds_decoded.modules.albedo_estimator.processor INFO Clear-sky fraction: 75.2%
16
+ 2026-03-26T18:11:56 clouds_decoded.modules.albedo_estimator.processor INFO IDW: 1000 farthest-point samples (window=18px / 180m)
17
+ 2026-03-26T18:11:58 clouds_decoded.modules.albedo_estimator.processor INFO IDW: interpolating 133956 output pixels from 1000 samples (k=8)
18
+ 2026-03-26T18:11:58 clouds_decoded.modules.albedo_estimator.processor INFO IDW albedo estimation complete for 13 bands (samples=1000, k=8, grid=366x366)
19
+ 2026-03-26T18:11:58 clouds_decoded.project INFO [albedo] Completed in 7.2s
20
+ 2026-03-26T18:11:58 clouds_decoded.modules.refocus.processor INFO Refocusing 11 bands: ['B01', 'B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B8A', 'B11', 'B12']
21
+ 2026-03-26T18:12:52 clouds_decoded.modules.refocus.processor INFO Refocusing complete
22
+ 2026-03-26T18:12:52 clouds_decoded.project INFO [refocus] Completed in 54.1s
23
+ 2026-03-26T18:12:52 clouds_decoded.modules.refl2prop.processor INFO Loading bands...
24
+ 2026-03-26T18:12:53 clouds_decoded.modules.refl2prop.processor INFO Using pre-computed albedo data
25
+ 2026-03-26T18:12:53 clouds_decoded.modules.refl2prop.processor INFO Running Neural Inversion...
26
+ 2026-03-26T18:12:56 clouds_decoded.modules.refl2prop.processor INFO Masking pixels where Cloud Height is invalid (<=0 or NaN)
27
+ 2026-03-26T18:12:58 clouds_decoded.project INFO [cloud_properties] Completed in 5.4s