feat(train): cross-Re transfer pipeline — re60/re200/re400 calibrations + script
- Add crossre_transfer.sh: calibrate → transfer-train for re60→re200→re400 - Add re60 config (ν=0.006667, SI=800, uniform+free-slip, very weak shedding) - Calibrate re60, re200, re400: FORCE_SCALE, SENS_SCALE, dtw_norm_scale, SIM_BP - Fix all paths: use DynamisLab submodule CelerisLab, remove external ~/CelerisLab - Remove _clean_cache() from envs/calibrate — CelerisLab handles internally - Move V4 backups to old/: env_karman_2000x600, train_karman_2000x600, etc. - train_karman.py: save model + vecnormalize every episode (non-optional) - Update TRAIN_KNOWLEDGE.md: file structure, calibration table, cross-re guide - All 3 Re verified: 5-episode transfer test passed (re60: 0.64, re200: 0.43, re400: 0.49) Co-authored-by: Cursor <cursoragent@cursor.com>
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{
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"_doc": "Karman Cloak Re60: uniform inlet, free-slip walls, 2000x600 grid. nu = U0*2D/60 = 0.006667.",
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"grid": {
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"lattice_model": "D2Q9",
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"nx": 2000,
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"ny": 600,
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"nz": 1
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},
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"physics": {
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"data_type": "FP32",
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"viscosity": 0.006667,
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"velocity": 0.01,
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"rho": 1.0
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},
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"method": {
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"collision": "MRT",
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"streaming": "double_buffer",
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"store_precision": "FP32",
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"ddf_shifting": false,
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"les": {
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"enabled": false,
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"cs": 0.16,
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"closed_form": true
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},
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"trt": {
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"magic_param": 0.1875
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},
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"inlet": {
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"profile": "uniform",
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"scheme": "regularized",
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"trt_neq_damp": 0.5,
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"regularized_neq_damp": 0.5
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},
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"outlet": {
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"mode": "neq_extrap",
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"backflow_clamp": true,
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"blend_alpha": 0.7,
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"srt_neq_damp": 0.5
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},
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"y_wall_bc": "free_slip",
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"omega_guard": {
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"min": 0.01,
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"max": 1.99
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}
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},
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"cuda": {
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"threads_per_block": 256,
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"compute_capability": "auto"
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}
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}
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