File size: 4,077 Bytes
f215965
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
{
  "protocol_id": "eo-independent-reconstruction-v1",
  "status": "defined_not_materialized",
  "training_scope": "independent_datasets",
  "shared_processing_policy": {
    "modalities": [
      "hls",
      "lst_hr"
    ],
    "shape": {
      "hls": [
        6,
        256,
        256
      ],
      "lst_hr": [
        1,
        256,
        256
      ]
    },
    "dtype": "float32",
    "hls_band_order": [
      "Blue",
      "Green",
      "Red",
      "NIR",
      "SWIR1",
      "SWIR2"
    ],
    "hls_fmask_fill": 255,
    "hls_bad_fmask_bits": 14,
    "hls_mask_rule": "source_valid AND all_bands_not_fill AND fmask!=255 AND (fmask&14)==0",
    "lst_mask_rule": "source_valid_if_present AND raw_not_source_fill",
    "remove_zero_as_nodata": false,
    "extra_snow_water_aerosol_exclusion": false,
    "normalization": {
      "method": "fixed_zscore",
      "fit_split": "train",
      "parameter_scope": [
        "dataset_id",
        "modality",
        "split_hash"
      ],
      "hls": "per_band",
      "lst_hr": "one_channel_global",
      "weighting": "equal_training_samples_and_equal_valid_pixels_within_each_sample",
      "per_image_fitting": false,
      "clip": false,
      "invalid_fill_after_normalization": 0.0,
      "train_only": true,
      "physical_unit_required_for_physical_metrics": true
    },
    "augmentation": {
      "geometric": false,
      "synthetic_noise": false
    },
    "sampling": "uniform_shuffle_over_eligible_modality_samples",
    "hls_repeat_per_lst_month_for_independent_training": false,
    "model_specific_resizing_or_normalization": false,
    "prithvi_time_dimension": "length_one_layout_only",
    "loss_reduction": "mean_of_per_sample_valid_element_means",
    "all_invalid_sample": "exclude_for_that_modality_and_log",
    "expose_provenance_to_model_automatically": false
  },
  "datasets": {
    "prithvi": {
      "root": "prithvi_data",
      "index_source": "actual_file_inventory",
      "sample_key": [
        "source_split",
        "tile",
        "obs_idx",
        "row",
        "col"
      ],
      "splits": [
        "train",
        "val"
      ],
      "hls_array": "bands.npy",
      "hls_fmask": "fmask.npy",
      "hls_scale": 0.0001,
      "hls_fill_candidates": [
        -9999,
        -32767,
        -32768
      ],
      "lst_hr_array": "lst.npy",
      "lst_observed_fill": -32767,
      "lst_recorded_scale_divisor": 100,
      "lst_physical_unit": null,
      "lst_baseline_statistics_space": "raw_int16_as_float_until_physical_decode_confirmed"
    },
    "lstsr_tb": {
      "upload_root": "lstsr_tb_final_upload_20260721",
      "root": "data_inspection/extracted_metadata/lstsr_tb_final_dataset_20260719",
      "index_source": "phase4_dataset_manifest.csv",
      "hls_manifest": "hls_l8_conditions_2019_2025_lc08/hls_condition_manifest.csv",
      "splits": [
        "train",
        "val",
        "test"
      ],
      "hls_sample_key": [
        "sequence_id"
      ],
      "lst_hr_sample_key": [
        "sequence_id",
        "available_month"
      ],
      "hls_array_key": "hls_reflectance_i16",
      "hls_valid_key": "hls_valid",
      "hls_fmask_key": "hls_fmask",
      "hls_scale": 0.0001,
      "hls_nodata": -32768,
      "lst_hr_array_key": "hr_lst",
      "lst_hr_valid_key": "hr_valid",
      "lst_nodata": -32768,
      "lst_physical_unit": null,
      "lst_baseline_statistics_space": "raw_int16_as_float_until_physical_decode_confirmed",
      "availability_rule": "manifest_available_months_AND_nonempty_hr_valid",
      "require_complete_twelve_months": false,
      "lst_lr_in_current_baseline": false
    }
  },
  "normalization_profiles": [
    "prithvi/hls",
    "prithvi/lst_hr",
    "lstsr_tb/hls",
    "lstsr_tb/lst_hr"
  ],
  "model_architectures_per_profile": [
    "vae",
    "prithvi_architecture_vae"
  ],
  "run_count": 8,
  "frozen_normalization_files": [],
  "training_started": false
}