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pedestal-predictor-onnx

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  1. fpe_pre_normalization_params.json +106 -0
  2. mds_to_hdf5_scale_factors.json +17 -0
  3. normalization_params_ece_prad.json +211 -0
  4. normalization_params_prmtan67.json +282 -0
  5. normalization_params_prmtan_clean.json +282 -0
  6. signal_map.json +186 -0
  7. signal_map_v2.json +251 -0
fpe_pre_normalization_params.json ADDED
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+ "_comment": "Pre-normalization params from d3d_pedestal_dataset_clean. Apply BEFORE the edensfit89 FPE normalization. The edensfit89 shards reused already-z-scored data from pedestal_dataset_clean, so live MDS data must be z-scored with these params first to match the training distribution.",
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+ "_source": "/eagle/fusiondl_aesp/d3d_pedestal_dataset_clean/normalization_params.json",
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+ "_comment": "Multiply raw MDSplus fetches by these factors to match TokSearch->d3d_raw_data_hdf5 units before prmtan67 z-score. TokSearch converts PTDATA bmspinj (Watts) to MW (pinj: kW->MW = 1e-3, individual beamlines: W->MW = 1e-6). Empirically confirmed on shot 201572 via scripts/build_mds_hdf5_scale_factors.py. pinj_21l and pinj_30r were zero on that shot but follow the same bmspinj family convention.",
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+ {
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+ "_comment": "Definitive signal-to-MDSplus mapping for edensfit89 history features.",
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+ "_source_of_truth": "docs/ONNX_EXPORT_PLAN.md Section 7-8, history_feature_order.txt",
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+ "_created": "2026-04-04",
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+ "_notes": [
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+ "Each entry: model_name -> {pointname, tree, method, notes}",
7
+ "method: ptdata = ptdata('POINTNAME', shot), tree = openTree(tree,shot) then get(node)",
8
+ "Signals not in the export plan table are inferred from DIII-D conventions (UPPERCASE = pointname).",
9
+ "ADVISOR VALIDATION NEEDED for: edensfit89, pedestal (edensfit100), prad_tot/divl/divu, rmaxis, zmaxis, rvsin, rvsout, zvsin, zvsout, e567up/dn, e89up/dn, pinj_*/tinj_* individual beamlines."
10
+ ],
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+ "_doc": "67 signals x 4 stats = indices 0-267. Order matches history_feature_order.txt.",
14
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16
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66
+ "e567up": {"pointname": "E567UP", "tree": null, "method": "ptdata", "notes": "inferred; needs advisor confirmation"},
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+ "e567dn": {"pointname": "E567DN", "tree": null, "method": "ptdata", "notes": "inferred; needs advisor confirmation"},
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+ "e89up": {"pointname": "E89UP", "tree": null, "method": "ptdata", "notes": "inferred; needs advisor confirmation"},
69
+ "e89dn": {"pointname": "E89DN", "tree": null, "method": "ptdata", "notes": "inferred; needs advisor confirmation"},
70
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+ "n2rms": {"pointname": "N2RMS", "tree": null, "method": "ptdata"},
81
+ "prad": {"pointname": "PRAD", "tree": null, "method": "ptdata", "notes": "may need bolometer tree; needs advisor confirmation"}
82
+ },
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+
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+ "history_block2_pedestal_target": {
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+ "_doc": "2 features at indices 268-269. Only mean and std (not min/max).",
86
+ "pedestal": {"pointname": "EDENSFIT100", "tree": null, "method": "ptdata", "notes": "edensfit index 100; exact pointname needs advisor confirmation"}
87
+ },
88
+
89
+ "history_block3_ece_channels": {
90
+ "_doc": "40 ECE channels x 4 stats = indices 270-429.",
91
+ "ece1": {"pointname": "ECE01", "tree": "ECE", "method": "tree"},
92
+ "ece2": {"pointname": "ECE02", "tree": "ECE", "method": "tree"},
93
+ "ece3": {"pointname": "ECE03", "tree": "ECE", "method": "tree"},
94
+ "ece4": {"pointname": "ECE04", "tree": "ECE", "method": "tree"},
95
+ "ece5": {"pointname": "ECE05", "tree": "ECE", "method": "tree"},
96
+ "ece6": {"pointname": "ECE06", "tree": "ECE", "method": "tree"},
97
+ "ece7": {"pointname": "ECE07", "tree": "ECE", "method": "tree"},
98
+ "ece8": {"pointname": "ECE08", "tree": "ECE", "method": "tree"},
99
+ "ece9": {"pointname": "ECE09", "tree": "ECE", "method": "tree"},
100
+ "ece10": {"pointname": "ECE10", "tree": "ECE", "method": "tree"},
101
+ "ece11": {"pointname": "ECE11", "tree": "ECE", "method": "tree"},
102
+ "ece12": {"pointname": "ECE12", "tree": "ECE", "method": "tree"},
103
+ "ece13": {"pointname": "ECE13", "tree": "ECE", "method": "tree"},
104
+ "ece14": {"pointname": "ECE14", "tree": "ECE", "method": "tree"},
105
+ "ece15": {"pointname": "ECE15", "tree": "ECE", "method": "tree"},
106
+ "ece16": {"pointname": "ECE16", "tree": "ECE", "method": "tree"},
107
+ "ece17": {"pointname": "ECE17", "tree": "ECE", "method": "tree"},
108
+ "ece18": {"pointname": "ECE18", "tree": "ECE", "method": "tree"},
109
+ "ece19": {"pointname": "ECE19", "tree": "ECE", "method": "tree"},
110
+ "ece20": {"pointname": "ECE20", "tree": "ECE", "method": "tree"},
111
+ "ece21": {"pointname": "ECE21", "tree": "ECE", "method": "tree"},
112
+ "ece22": {"pointname": "ECE22", "tree": "ECE", "method": "tree"},
113
+ "ece23": {"pointname": "ECE23", "tree": "ECE", "method": "tree"},
114
+ "ece24": {"pointname": "ECE24", "tree": "ECE", "method": "tree"},
115
+ "ece25": {"pointname": "ECE25", "tree": "ECE", "method": "tree"},
116
+ "ece26": {"pointname": "ECE26", "tree": "ECE", "method": "tree"},
117
+ "ece27": {"pointname": "ECE27", "tree": "ECE", "method": "tree"},
118
+ "ece28": {"pointname": "ECE28", "tree": "ECE", "method": "tree"},
119
+ "ece29": {"pointname": "ECE29", "tree": "ECE", "method": "tree"},
120
+ "ece30": {"pointname": "ECE30", "tree": "ECE", "method": "tree"},
121
+ "ece31": {"pointname": "ECE31", "tree": "ECE", "method": "tree"},
122
+ "ece32": {"pointname": "ECE32", "tree": "ECE", "method": "tree"},
123
+ "ece33": {"pointname": "ECE33", "tree": "ECE", "method": "tree"},
124
+ "ece34": {"pointname": "ECE34", "tree": "ECE", "method": "tree"},
125
+ "ece35": {"pointname": "ECE35", "tree": "ECE", "method": "tree"},
126
+ "ece36": {"pointname": "ECE36", "tree": "ECE", "method": "tree"},
127
+ "ece37": {"pointname": "ECE37", "tree": "ECE", "method": "tree"},
128
+ "ece38": {"pointname": "ECE38", "tree": "ECE", "method": "tree"},
129
+ "ece39": {"pointname": "ECE39", "tree": "ECE", "method": "tree"},
130
+ "ece40": {"pointname": "ECE40", "tree": "ECE", "method": "tree"}
131
+ },
132
+
133
+ "history_block4_radiation": {
134
+ "_doc": "3 radiation signals x 4 stats = indices 430-441.",
135
+ "prad_tot": {"pointname": "PRAD_TOT", "tree": null, "method": "ptdata", "notes": "bolometer total; exact source needs advisor confirmation"},
136
+ "prad_divl": {"pointname": "PRAD_DIVL", "tree": null, "method": "ptdata", "notes": "divertor lower; exact source needs advisor confirmation"},
137
+ "prad_divu": {"pointname": "PRAD_DIVU", "tree": null, "method": "ptdata", "notes": "divertor upper; exact source needs advisor confirmation"}
138
+ },
139
+
140
+ "history_block5_edensfit89_target": {
141
+ "_doc": "1 signal x 4 stats = indices 442-445.",
142
+ "edensfit89": {"pointname": "EDENSFIT89", "tree": null, "method": "ptdata", "notes": "fitted density at index 89; exact pointname needs advisor confirmation"}
143
+ },
144
+
145
+ "fpe_signals": {
146
+ "_doc": "32 FPE actuator channels (real-time input to FPE encoder). Order matches normalization_params.json.",
147
+ "_order": [
148
+ "pohm", "pinj", "tinj", "ech_total",
149
+ "f1a", "f2a", "f3a", "f4a", "f5a", "f6a", "f7a", "f8a", "f9a",
150
+ "f1b", "f2b", "f3b", "f4b", "f5b", "f6b", "f7b", "f8b", "f9b",
151
+ "ecoila", "ecoilb",
152
+ "gasa_cal", "gasb_cal", "gasc_cal", "gasd_cal", "gase_cal",
153
+ "ip", "ipspr15v", "bt"
154
+ ],
155
+ "_note": "These are a subset of block1 signals; use the same pointname/tree/method entries from block1."
156
+ },
157
+
158
+ "history_signal_order": {
159
+ "_doc": "Ordered list of signal names matching history_feature_order.txt. Used by _compute_shot_stats().",
160
+ "block1_67_signals": [
161
+ "kappa", "betap", "tribot", "tritop", "rmaxis", "zmaxis", "li",
162
+ "rvsin", "rvsout", "zvsin", "zvsout",
163
+ "pohm", "pinj", "tinj", "ech_total",
164
+ "pinj_15l", "pinj_15r", "pinj_21l", "pinj_21r",
165
+ "pinj_30l", "pinj_30r", "pinj_33l", "pinj_33r",
166
+ "tinj_15l", "tinj_15r", "tinj_21l", "tinj_21r",
167
+ "tinj_30l", "tinj_30r", "tinj_33l", "tinj_33r",
168
+ "f1a", "f2a", "f3a", "f4a", "f5a", "f6a", "f7a", "f8a", "f9a",
169
+ "f1b", "f2b", "f3b", "f4b", "f5b", "f6b", "f7b", "f8b", "f9b",
170
+ "ecoila", "ecoilb",
171
+ "e567up", "e567dn", "e89up", "e89dn",
172
+ "gasa_cal", "gasb_cal", "gasc_cal", "gasd_cal", "gase_cal",
173
+ "ip", "ipspr15v", "bt",
174
+ "density", "n1rms", "n2rms", "prad"
175
+ ],
176
+ "block2_pedestal": ["pedestal"],
177
+ "block3_40_ece": [
178
+ "ece1", "ece2", "ece3", "ece4", "ece5", "ece6", "ece7", "ece8", "ece9", "ece10",
179
+ "ece11", "ece12", "ece13", "ece14", "ece15", "ece16", "ece17", "ece18", "ece19", "ece20",
180
+ "ece21", "ece22", "ece23", "ece24", "ece25", "ece26", "ece27", "ece28", "ece29", "ece30",
181
+ "ece31", "ece32", "ece33", "ece34", "ece35", "ece36", "ece37", "ece38", "ece39", "ece40"
182
+ ],
183
+ "block4_3_radiation": ["prad_tot", "prad_divl", "prad_divu"],
184
+ "block5_edensfit89": ["edensfit89"]
185
+ }
186
+ }
signal_map_v2.json ADDED
@@ -0,0 +1,251 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_comment": "V2 signal map — corrected against rodriguezj FetchRawData.py / FetchECEAndPrad / FetchBolometer.",
3
+ "_source_of_truth": "rodriguezj_ref/pedestal_scripts_used/FetchRawData.py + SIGNAL_MAP_RODRIGUEZJ_SOURCE.md",
4
+ "_created": "2026-04-04",
5
+ "_v2_created": "2026-04-04",
6
+ "_notes": [
7
+ "V2 changes vs V1: see _v2_changelog at bottom.",
8
+ "method=tree now stores FULL node path in pointname (e.g. RESULTS.AEQDSK.KAPPA).",
9
+ " _fetch_tree should: openTree(tree, shot) then get(pointname) — NOT prepend \\TREE::.",
10
+ "method=ptdata stores the exact case-sensitive PTDATA string.",
11
+ "method=zipfit_column is new: fetch 2D PROFILES.EDENSFIT from ZIPFIT01, slice column_index.",
12
+ "ADVISOR VALIDATION NEEDED for: prad_divl, prad_divu, prad_tot (SPECTROSCOPY/PTDATA access on Polaris)."
13
+ ],
14
+
15
+ "history_block1_base_signals": {
16
+ "_doc": "67 signals x 4 stats = indices 0-267. Order matches history_feature_order.txt.",
17
+
18
+ "kappa": {"pointname": "RESULTS.AEQDSK.KAPPA", "tree": "EFIT01", "method": "tree"},
19
+ "betap": {"pointname": "RESULTS.AEQDSK.BETAP", "tree": "EFIT01", "method": "tree"},
20
+ "tribot": {"pointname": "RESULTS.AEQDSK.TRIBOT", "tree": "EFIT01", "method": "tree"},
21
+ "tritop": {"pointname": "RESULTS.AEQDSK.TRITOP", "tree": "EFIT01", "method": "tree"},
22
+ "rmaxis": {"pointname": "RESULTS.AEQDSK.R0", "tree": "EFIT01", "method": "tree", "notes": "was RMAXIS in v1; Jesse uses R0"},
23
+ "zmaxis": {"pointname": "RESULTS.AEQDSK.Z0", "tree": "EFIT01", "method": "tree", "notes": "was ZMAXIS in v1; Jesse uses Z0"},
24
+ "li": {"pointname": "efsli", "tree": null, "method": "ptdata", "notes": "was EFIT01::LI in v1; Jesse uses ptdata efsli"},
25
+ "rvsin": {"pointname": "RESULTS.AEQDSK.RVSIN", "tree": "EFIT01", "method": "tree"},
26
+ "rvsout": {"pointname": "RESULTS.AEQDSK.RVSOUT", "tree": "EFIT01", "method": "tree"},
27
+ "zvsin": {"pointname": "RESULTS.AEQDSK.ZVSIN", "tree": "EFIT01", "method": "tree"},
28
+ "zvsout": {"pointname": "RESULTS.AEQDSK.ZVSOUT", "tree": "EFIT01", "method": "tree"},
29
+ "pohm": {"pointname": "RESULTS.AEQDSK.POH", "tree": "EFIT01", "method": "tree", "notes": "was ptdata POHM in v1; Jesse uses EFIT01 tree"},
30
+ "pinj": {"pointname": "bmspinj", "tree": null, "method": "ptdata", "notes": "was PINJ in v1"},
31
+ "tinj": {"pointname": "bmstinj", "tree": null, "method": "ptdata", "notes": "was TINJ in v1"},
32
+ "ech_total": {"pointname": "ECHPWR", "tree": null, "method": "ptdata", "notes": "was ECHPWRC in v1; Jesse uses ECHPWR"},
33
+ "pinj_15l": {"pointname": "bmspinj15l", "tree": null, "method": "ptdata", "notes": "was PINJ_15L in v1"},
34
+ "pinj_15r": {"pointname": "bmspinj15r", "tree": null, "method": "ptdata"},
35
+ "pinj_21l": {"pointname": "bmspinj21l", "tree": null, "method": "ptdata"},
36
+ "pinj_21r": {"pointname": "bmspinj21r", "tree": null, "method": "ptdata"},
37
+ "pinj_30l": {"pointname": "bmspinj30l", "tree": null, "method": "ptdata"},
38
+ "pinj_30r": {"pointname": "bmspinj30r", "tree": null, "method": "ptdata"},
39
+ "pinj_33l": {"pointname": "bmspinj33l", "tree": null, "method": "ptdata"},
40
+ "pinj_33r": {"pointname": "bmspinj33r", "tree": null, "method": "ptdata"},
41
+ "tinj_15l": {"pointname": "bmstinj15l", "tree": null, "method": "ptdata", "notes": "was TINJ_15L in v1"},
42
+ "tinj_15r": {"pointname": "bmstinj15r", "tree": null, "method": "ptdata"},
43
+ "tinj_21l": {"pointname": "bmstinj21l", "tree": null, "method": "ptdata"},
44
+ "tinj_21r": {"pointname": "bmstinj21r", "tree": null, "method": "ptdata"},
45
+ "tinj_30l": {"pointname": "bmstinj30l", "tree": null, "method": "ptdata"},
46
+ "tinj_30r": {"pointname": "bmstinj30r", "tree": null, "method": "ptdata"},
47
+ "tinj_33l": {"pointname": "bmstinj33l", "tree": null, "method": "ptdata"},
48
+ "tinj_33r": {"pointname": "bmstinj33r", "tree": null, "method": "ptdata"},
49
+ "f1a": {"pointname": "F1A", "tree": null, "method": "ptdata"},
50
+ "f2a": {"pointname": "F2A", "tree": null, "method": "ptdata"},
51
+ "f3a": {"pointname": "F3A", "tree": null, "method": "ptdata"},
52
+ "f4a": {"pointname": "F4A", "tree": null, "method": "ptdata"},
53
+ "f5a": {"pointname": "F5A", "tree": null, "method": "ptdata"},
54
+ "f6a": {"pointname": "F6A", "tree": null, "method": "ptdata"},
55
+ "f7a": {"pointname": "F7A", "tree": null, "method": "ptdata"},
56
+ "f8a": {"pointname": "F8A", "tree": null, "method": "ptdata"},
57
+ "f9a": {"pointname": "F9A", "tree": null, "method": "ptdata"},
58
+ "f1b": {"pointname": "F1B", "tree": null, "method": "ptdata"},
59
+ "f2b": {"pointname": "F2B", "tree": null, "method": "ptdata"},
60
+ "f3b": {"pointname": "F3B", "tree": null, "method": "ptdata"},
61
+ "f4b": {"pointname": "F4B", "tree": null, "method": "ptdata"},
62
+ "f5b": {"pointname": "F5B", "tree": null, "method": "ptdata"},
63
+ "f6b": {"pointname": "F6B", "tree": null, "method": "ptdata"},
64
+ "f7b": {"pointname": "F7B", "tree": null, "method": "ptdata"},
65
+ "f8b": {"pointname": "F8B", "tree": null, "method": "ptdata"},
66
+ "f9b": {"pointname": "F9B", "tree": null, "method": "ptdata"},
67
+ "ecoila": {"pointname": "ECOILA", "tree": null, "method": "ptdata"},
68
+ "ecoilb": {"pointname": "ECOILB", "tree": null, "method": "ptdata"},
69
+ "e567up": {"pointname": "E567UP", "tree": null, "method": "ptdata"},
70
+ "e567dn": {"pointname": "E567DN", "tree": null, "method": "ptdata"},
71
+ "e89up": {"pointname": "E89UP", "tree": null, "method": "ptdata"},
72
+ "e89dn": {"pointname": "E89DN", "tree": null, "method": "ptdata"},
73
+ "gasa_cal": {"pointname": "GASFLOW.GASA:FLOW", "tree": "NEUTRALS", "method": "tree", "notes": "was ptdata GASA_CAL in v1; Jesse uses NEUTRALS tree"},
74
+ "gasb_cal": {"pointname": "GASFLOW.GASB:FLOW", "tree": "NEUTRALS", "method": "tree"},
75
+ "gasc_cal": {"pointname": "GASFLOW.GASC:FLOW", "tree": "NEUTRALS", "method": "tree"},
76
+ "gasd_cal": {"pointname": "GASFLOW.GASD:FLOW", "tree": "NEUTRALS", "method": "tree"},
77
+ "gase_cal": {"pointname": "GASFLOW.GASE:FLOW", "tree": "NEUTRALS", "method": "tree"},
78
+ "ip": {"pointname": "IP", "tree": null, "method": "ptdata"},
79
+ "ipspr15v": {"pointname": "ipspr15V", "tree": null, "method": "ptdata", "notes": "case-sensitive V"},
80
+ "bt": {"pointname": "bt", "tree": null, "method": "ptdata", "notes": "lowercase per Jesse"},
81
+ "density": {"pointname": "dssdenest", "tree": null, "method": "ptdata", "notes": "was ELECTRONS::DENSITY in v1; Jesse uses ptdata dssdenest"},
82
+ "n1rms": {"pointname": "nssampn1l", "tree": null, "method": "ptdata", "notes": "was N1RMS in v1"},
83
+ "n2rms": {"pointname": "nssampn2l", "tree": null, "method": "ptdata", "notes": "was N2RMS in v1"},
84
+ "prad": {"pointname": "PRAD", "tree": null, "method": "ptdata"}
85
+ },
86
+
87
+ "history_block2_pedestal_target": {
88
+ "_doc": "2 features at indices 268-269. Only mean and std (not min/max).",
89
+ "pedestal": {
90
+ "pointname": "PROFILES.EDENSFIT",
91
+ "tree": "ZIPFIT01",
92
+ "method": "zipfit_column",
93
+ "column_index": 100,
94
+ "notes": "was ptdata EDENSFIT100 in v1; Jesse fetches 2D ZIPFIT01 PROFILES.EDENSFIT and slices col 100"
95
+ }
96
+ },
97
+
98
+ "history_block3_ece_channels": {
99
+ "_doc": "40 ECE channels x 4 stats = indices 270-429.",
100
+ "ece1": {"pointname": "ece1", "tree": null, "method": "ptdata", "notes": "was tree ECE::ECE01 in v1; Jesse uses ptdata"},
101
+ "ece2": {"pointname": "ece2", "tree": null, "method": "ptdata"},
102
+ "ece3": {"pointname": "ece3", "tree": null, "method": "ptdata"},
103
+ "ece4": {"pointname": "ece4", "tree": null, "method": "ptdata"},
104
+ "ece5": {"pointname": "ece5", "tree": null, "method": "ptdata"},
105
+ "ece6": {"pointname": "ece6", "tree": null, "method": "ptdata"},
106
+ "ece7": {"pointname": "ece7", "tree": null, "method": "ptdata"},
107
+ "ece8": {"pointname": "ece8", "tree": null, "method": "ptdata"},
108
+ "ece9": {"pointname": "ece9", "tree": null, "method": "ptdata"},
109
+ "ece10": {"pointname": "ece10", "tree": null, "method": "ptdata"},
110
+ "ece11": {"pointname": "ece11", "tree": null, "method": "ptdata"},
111
+ "ece12": {"pointname": "ece12", "tree": null, "method": "ptdata"},
112
+ "ece13": {"pointname": "ece13", "tree": null, "method": "ptdata"},
113
+ "ece14": {"pointname": "ece14", "tree": null, "method": "ptdata"},
114
+ "ece15": {"pointname": "ece15", "tree": null, "method": "ptdata"},
115
+ "ece16": {"pointname": "ece16", "tree": null, "method": "ptdata"},
116
+ "ece17": {"pointname": "ece17", "tree": null, "method": "ptdata"},
117
+ "ece18": {"pointname": "ece18", "tree": null, "method": "ptdata"},
118
+ "ece19": {"pointname": "ece19", "tree": null, "method": "ptdata"},
119
+ "ece20": {"pointname": "ece20", "tree": null, "method": "ptdata"},
120
+ "ece21": {"pointname": "ece21", "tree": null, "method": "ptdata"},
121
+ "ece22": {"pointname": "ece22", "tree": null, "method": "ptdata"},
122
+ "ece23": {"pointname": "ece23", "tree": null, "method": "ptdata"},
123
+ "ece24": {"pointname": "ece24", "tree": null, "method": "ptdata"},
124
+ "ece25": {"pointname": "ece25", "tree": null, "method": "ptdata"},
125
+ "ece26": {"pointname": "ece26", "tree": null, "method": "ptdata"},
126
+ "ece27": {"pointname": "ece27", "tree": null, "method": "ptdata"},
127
+ "ece28": {"pointname": "ece28", "tree": null, "method": "ptdata"},
128
+ "ece29": {"pointname": "ece29", "tree": null, "method": "ptdata"},
129
+ "ece30": {"pointname": "ece30", "tree": null, "method": "ptdata"},
130
+ "ece31": {"pointname": "ece31", "tree": null, "method": "ptdata"},
131
+ "ece32": {"pointname": "ece32", "tree": null, "method": "ptdata"},
132
+ "ece33": {"pointname": "ece33", "tree": null, "method": "ptdata"},
133
+ "ece34": {"pointname": "ece34", "tree": null, "method": "ptdata"},
134
+ "ece35": {"pointname": "ece35", "tree": null, "method": "ptdata"},
135
+ "ece36": {"pointname": "ece36", "tree": null, "method": "ptdata"},
136
+ "ece37": {"pointname": "ece37", "tree": null, "method": "ptdata"},
137
+ "ece38": {"pointname": "ece38", "tree": null, "method": "ptdata"},
138
+ "ece39": {"pointname": "ece39", "tree": null, "method": "ptdata"},
139
+ "ece40": {"pointname": "ece40", "tree": null, "method": "ptdata"}
140
+ },
141
+
142
+ "history_block4_radiation": {
143
+ "_doc": "3 radiation signals x 4 stats = indices 430-441.",
144
+ "prad_tot": {"pointname": "PRAD_TOT", "tree": null, "method": "ptdata", "notes": "Jesse uses ptdata PRAD_TOT (FetchECEAndPrad); may be absent for some shots"},
145
+ "prad_divl": {"pointname": "\\PRAD_DIVL", "tree": "SPECTROSCOPY", "method": "tree", "notes": "was ptdata in v1; Jesse uses SPECTROSCOPY tree (FetchBolometer); may need atlas.gat.com"},
146
+ "prad_divu": {"pointname": "\\PRAD_DIVU", "tree": "SPECTROSCOPY", "method": "tree", "notes": "was ptdata in v1; Jesse uses SPECTROSCOPY tree (FetchBolometer); may need atlas.gat.com"}
147
+ },
148
+
149
+ "history_block5_edensfit89_target": {
150
+ "_doc": "1 signal x 4 stats = indices 442-445.",
151
+ "edensfit89": {
152
+ "pointname": "PROFILES.EDENSFIT",
153
+ "tree": "ZIPFIT01",
154
+ "method": "zipfit_column",
155
+ "column_index": 89,
156
+ "notes": "was ptdata EDENSFIT89 in v1; Jesse fetches 2D ZIPFIT01 PROFILES.EDENSFIT and slices col 89"
157
+ }
158
+ },
159
+
160
+ "fpe_signals": {
161
+ "_doc": "32 FPE actuator channels (real-time input to FPE encoder). Order matches normalization_params.json.",
162
+ "_order": [
163
+ "pohm", "pinj", "tinj", "ech_total",
164
+ "f1a", "f2a", "f3a", "f4a", "f5a", "f6a", "f7a", "f8a", "f9a",
165
+ "f1b", "f2b", "f3b", "f4b", "f5b", "f6b", "f7b", "f8b", "f9b",
166
+ "ecoila", "ecoilb",
167
+ "gasa_cal", "gasb_cal", "gasc_cal", "gasd_cal", "gase_cal",
168
+ "ip", "ipspr15v", "bt"
169
+ ],
170
+ "_note": "These are a subset of block1 signals; use the same pointname/tree/method entries from block1."
171
+ },
172
+
173
+ "history_signal_order": {
174
+ "_doc": "Ordered list of signal names matching history_feature_order.txt. Used by _compute_shot_stats().",
175
+ "block1_67_signals": [
176
+ "kappa", "betap", "tribot", "tritop", "rmaxis", "zmaxis", "li",
177
+ "rvsin", "rvsout", "zvsin", "zvsout",
178
+ "pohm", "pinj", "tinj", "ech_total",
179
+ "pinj_15l", "pinj_15r", "pinj_21l", "pinj_21r",
180
+ "pinj_30l", "pinj_30r", "pinj_33l", "pinj_33r",
181
+ "tinj_15l", "tinj_15r", "tinj_21l", "tinj_21r",
182
+ "tinj_30l", "tinj_30r", "tinj_33l", "tinj_33r",
183
+ "f1a", "f2a", "f3a", "f4a", "f5a", "f6a", "f7a", "f8a", "f9a",
184
+ "f1b", "f2b", "f3b", "f4b", "f5b", "f6b", "f7b", "f8b", "f9b",
185
+ "ecoila", "ecoilb",
186
+ "e567up", "e567dn", "e89up", "e89dn",
187
+ "gasa_cal", "gasb_cal", "gasc_cal", "gasd_cal", "gase_cal",
188
+ "ip", "ipspr15v", "bt",
189
+ "density", "n1rms", "n2rms", "prad"
190
+ ],
191
+ "block2_pedestal": ["pedestal"],
192
+ "block3_40_ece": [
193
+ "ece1", "ece2", "ece3", "ece4", "ece5", "ece6", "ece7", "ece8", "ece9", "ece10",
194
+ "ece11", "ece12", "ece13", "ece14", "ece15", "ece16", "ece17", "ece18", "ece19", "ece20",
195
+ "ece21", "ece22", "ece23", "ece24", "ece25", "ece26", "ece27", "ece28", "ece29", "ece30",
196
+ "ece31", "ece32", "ece33", "ece34", "ece35", "ece36", "ece37", "ece38", "ece39", "ece40"
197
+ ],
198
+ "block4_3_radiation": ["prad_tot", "prad_divl", "prad_divu"],
199
+ "block5_edensfit89": ["edensfit89"]
200
+ },
201
+
202
+ "_v2_changelog": {
203
+ "_doc": "Every change from signal_map.json (v1) with rationale.",
204
+ "method_changed": {
205
+ "li": "EFIT01 tree -> ptdata efsli (FetchRawData.py line 77)",
206
+ "pohm": "ptdata POHM -> EFIT01 tree RESULTS.AEQDSK.POH (FetchRawData.py line 69)",
207
+ "density": "ELECTRONS tree -> ptdata dssdenest (FetchRawData.py line 88)",
208
+ "gasa_cal": "ptdata GASA_CAL -> NEUTRALS tree GASFLOW.GASA:FLOW (FetchRawData.py line 116)",
209
+ "gasb_cal": "ptdata -> NEUTRALS tree (same pattern)",
210
+ "gasc_cal": "ptdata -> NEUTRALS tree (same pattern)",
211
+ "gasd_cal": "ptdata -> NEUTRALS tree (same pattern)",
212
+ "gase_cal": "ptdata -> NEUTRALS tree (same pattern)",
213
+ "ece1-ece40": "ECE tree ECE01..ECE40 -> ptdata ece1..ece40 (FetchECEAndPrad.py)",
214
+ "prad_divl": "ptdata PRAD_DIVL -> SPECTROSCOPY tree (FetchBolometer.py)",
215
+ "prad_divu": "ptdata PRAD_DIVU -> SPECTROSCOPY tree (FetchBolometer.py)",
216
+ "pedestal": "ptdata EDENSFIT100 -> zipfit_column (ZIPFIT01 col 100)",
217
+ "edensfit89":"ptdata EDENSFIT89 -> zipfit_column (ZIPFIT01 col 89)"
218
+ },
219
+ "pointname_changed": {
220
+ "pinj": "PINJ -> bmspinj",
221
+ "tinj": "TINJ -> bmstinj",
222
+ "pinj_15l": "PINJ_15L -> bmspinj15l (and all 8 beam ports)",
223
+ "tinj_15l": "TINJ_15L -> bmstinj15l (and all 8 beam ports)",
224
+ "n1rms": "N1RMS -> nssampn1l",
225
+ "n2rms": "N2RMS -> nssampn2l",
226
+ "ech_total": "ECHPWRC -> ECHPWR",
227
+ "ipspr15v": "IPSPR15V -> ipspr15V (case fix)",
228
+ "bt": "BT -> bt (case fix)"
229
+ },
230
+ "node_path_changed": {
231
+ "kappa": "KAPPA -> RESULTS.AEQDSK.KAPPA (full EFIT path)",
232
+ "betap": "BETAP -> RESULTS.AEQDSK.BETAP",
233
+ "tribot": "TRIBOT -> RESULTS.AEQDSK.TRIBOT",
234
+ "tritop": "TRITOP -> RESULTS.AEQDSK.TRITOP",
235
+ "rmaxis": "RMAXIS -> RESULTS.AEQDSK.R0",
236
+ "zmaxis": "ZMAXIS -> RESULTS.AEQDSK.Z0",
237
+ "rvsin": "RVSIN -> RESULTS.AEQDSK.RVSIN",
238
+ "rvsout": "RVSOUT -> RESULTS.AEQDSK.RVSOUT",
239
+ "zvsin": "ZVSIN -> RESULTS.AEQDSK.ZVSIN",
240
+ "zvsout": "ZVSOUT -> RESULTS.AEQDSK.ZVSOUT"
241
+ },
242
+ "unchanged": [
243
+ "f1a-f9b (PTDATA, correct in v1)",
244
+ "ecoila, ecoilb (PTDATA, correct in v1)",
245
+ "e567up, e567dn, e89up, e89dn (PTDATA, correct in v1)",
246
+ "ip (PTDATA IP, correct in v1)",
247
+ "prad (PTDATA PRAD, correct in v1)",
248
+ "prad_tot (PTDATA PRAD_TOT, same in both — may still be broken for some shots)"
249
+ ]
250
+ }
251
+ }