HLS-LST-Pairs / experiments /data /protocol.json
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{
"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
}