Baseline 2023-10-12 Full ------------------------ This is the full BAS+SV+AC pipeline that extends the joint_bas_sc pipeline. Currrently WIP, might not be totally right yet. Help wanted. .. code:: bash DVC_DATA_DPATH=$(geowatch_dvc --tags='phase2_data' --hardware=ssd) # Should contain the high resolution data needed for SC DVC_HIRES_DATA_DPATH=$(geowatch_dvc --tags='phase2_data' --hardware=hdd) DVC_EXPT_DPATH=$(geowatch_dvc --tags='phase2_expt' --hardware=hdd) geowatch schedule --params=" pipeline: full # Convinience argument which uses SMART-specific assumptions # to correctly set the paths that the AC/SC clusters will be cropped # from. smart_highres_bundle: $DVC_HIRES_DATA_DPATH/Aligned-Drop7 matrix: sc_pxl.package_fpath: - $DVC_EXPT_DPATH/models/fusion/Drop4-SC/packages/Drop4_tune_V30_8GSD_V3/Drop4_tune_V30_8GSD_V3_epoch=2-step=17334.pt.pt bas_pxl.package_fpath: - $DVC_EXPT_DPATH/models/fusion/Drop7-MedianNoWinter10GSD/packages/Drop7-MedianNoWinter10GSD_bgrn_split6_V74/Drop7-MedianNoWinter10GSD_bgrn_split6_V74_epoch46_step4042.pt bas_pxl.test_dataset: - $DVC_DATA_DPATH/Drop7-MedianNoWinter10GSD-V2/KR_R001/imgonly-KR_R001-rawbands.kwcoco.zip # - $DVC_DATA_DPATH/Drop7-MedianNoWinter10GSD-V2/KR_R002/imgonly-KR_R002-rawbands.kwcoco.zip # Uncomment to run on more regions # - $DVC_DATA_DPATH/Drop7-MedianNoWinter10GSD-V2/KW_C001/imgonly-KW_C001-rawbands.kwcoco.zip # - $DVC_DATA_DPATH/Drop7-MedianNoWinter10GSD-V2/CO_C001/imgonly-CO_C001-rawbands.kwcoco.zip # - $DVC_DATA_DPATH/Drop7-MedianNoWinter10GSD-V2/CN_C000/imgonly-CN_C000-rawbands.kwcoco.zip # - $DVC_DATA_DPATH/Drop7-MedianNoWinter10GSD-V2/NZ_R001/imgonly-NZ_R001-rawbands.kwcoco.zip # - $DVC_DATA_DPATH/Drop7-MedianNoWinter10GSD-V2/CH_R001/imgonly-CH_R001-rawbands.kwcoco.zip bas_pxl.chip_overlap: 0.3 bas_pxl.chip_dims: auto bas_pxl.time_span: auto bas_pxl.time_sampling: soft4 bas_poly.thresh: - 0.37 bas_poly.inner_window_size: 1y bas_poly.inner_agg_fn: mean bas_poly.norm_ord: inf bas_poly.polygon_simplify_tolerance: 1 bas_poly.agg_fn: probs bas_poly.time_thresh: - 0.8 bas_poly.resolution: 10GSD bas_poly.moving_window_size: null bas_poly.poly_merge_method: 'v2' bas_poly.min_area_square_meters: 7200 bas_poly.max_area_square_meters: 8000000 bas_poly.boundary_region: $DVC_DATA_DPATH/annotations/drop7/region_models bas_poly_eval.true_site_dpath: $DVC_DATA_DPATH/annotations/drop7/site_models bas_poly_eval.true_region_dpath: $DVC_DATA_DPATH/annotations/drop7/region_models ###################### ## SV Params Params ## ###################### sv_crop.enabled: 1 sv_crop.minimum_size: '256x256@2GSD' sv_crop.num_start_frames: 3 sv_crop.num_end_frames: 3 sv_crop.context_factor: 1.6 sv_dino_boxes.enabled: 1 sv_dino_boxes.package_fpath: $DVC_EXPT_DPATH/models/kitware/xview_dino.pt sv_dino_boxes.window_dims: 256 sv_dino_boxes.window_overlap: 0.5 sv_dino_boxes.fixed_resolution: 3GSD sv_dino_filter.enabled: 1 sv_dino_filter.end_min_score: - 0.15 sv_dino_filter.start_max_score: 1.0 sv_dino_filter.box_score_threshold: 0.01 sv_dino_filter.box_isect_threshold: 0.1 sv_depth_score.enabled: 1 sv_depth_score.model_fpath: - $DVC_EXPT_DPATH/models/depth_pcd/basicModel2.h5 sv_depth_filter.threshold: - 0.10 ########################## ## Cluster Sites Params ## ########################## cluster_sites.context_factor: 1.5 cluster_sites.minimum_size: '128x128@8GSD' cluster_sites.maximum_size: '1024x1024@8GSD' ######################## ## AC/SC CROP PARAMS ## ######################## sc_crop.target_gsd: 8GSD sc_crop.minimum_size: '128x128@8GSD' sc_crop.force_min_gsd: 8GSD sc_crop.context_factor: 1.0 sc_crop.rpc_align_method: affine_warp sc_crop.sensor_to_time_window: - 'S2: 1month' ######################## ## AC/SC PIXEL PARAMS ## ######################## sc_pxl.tta_fliprot: 0.0 sc_pxl.tta_time: 0.0 sc_pxl.chip_overlap: 0.3 sc_pxl.input_space_scale: 8GSD sc_pxl.window_space_scale: 8GSD sc_pxl.output_space_scale: 8GSD sc_pxl.chip_dims: '128,128' #sc_pxl.time_span: 6m #sc_pxl.time_sampling: auto #sc_pxl.time_steps: 12 #sc_pxl.chip_dims: auto sc_pxl.set_cover_algo: null sc_pxl.resample_invalid_frames: 3 sc_pxl.observable_threshold: 0.0 sc_pxl.mask_low_quality: false sc_pxl.drop_unused_frames: true #sc_pxl.num_workers: 12 #sc_pxl.batch_size: 1 sc_pxl.write_workers: 0 ######################## ## AC/SC POLY PARAMS ## ######################## sc_poly.thresh: - 0.07 sc_poly.boundaries_as: - polys - bounds sc_poly.resolution: 8GSD sc_poly.min_area_square_meters: 7200 sc_poly.new_algo: crall ############################# ## AC/SC POLY EVAL PARAMS ## ############################# sc_poly_eval.true_site_dpath: $DVC_DATA_DPATH/annotations/drop7/site_models sc_poly_eval.true_region_dpath: $DVC_DATA_DPATH/annotations/drop7/region_models ################################## ## HIGH LEVEL PIPELINE CONTROLS ## ################################## bas_poly.enabled: 1 bas_poly_eval.enabled: 1 bas_pxl.enabled: 1 bas_pxl_eval.enabled: 1 sc_crop.enabled: 1 sc_poly.enabled: 1 sc_poly_eval.enabled: 1 sc_pxl.enabled: 1 sc_pxl_eval.enabled: 1 sc_poly_viz.enabled: 0 bas_poly_viz.enabled: 0 " \ --root_dpath="$DVC_EXPT_DPATH/_baseline_2023-10-12_full_pipeline" \ --devices="0," --tmux_workers=4 \ --backend=tmux --queue_name "_baseline_2023-10-12_full_pipeline" \ --skip_existing=1 \ --run=0