File size: 8,734 Bytes
c22d08d
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
{
  "generated_utc": "2026-09-16T20:03:18Z",
  "arm_run_id": "ICH_ef04_A_baseline_b03-v2_seed42",
  "config": {
    "DEVICE": "cuda",
    "STAGE": "all",
    "ARM_RUN_ID": "ICH_ef04_A_baseline_b03-v2_seed42",
    "EMB_CANDIDATES": [
      "/kaggle/working",
      "/kaggle/working/ICH_ef04_A_baseline_b03-v2_seed42_embeddings",
      "/kaggle/input/ich-ef04-a-baseline-emb",
      "/kaggle/input/datasets/obaidullahmiakhil2/ich-ef04-a-baseline-emb"
    ],
    "STEP1_DIR_CANDIDATES": [
      "/kaggle/input/ich-phase2-data-v4",
      "/kaggle/input/datasets/obaidullahmiakhil2/ich-phase2-data-v4"
    ],
    "SUBTYPE_COLUMNS": [
      "epidural",
      "intraparenchymal",
      "intraventricular",
      "subarachnoid",
      "subdural"
    ],
    "ANY_COLUMN": "any",
    "LABEL_ORDER": [
      "epidural",
      "intraparenchymal",
      "intraventricular",
      "subarachnoid",
      "subdural",
      "any"
    ],
    "SEQ_HIDDEN": 256,
    "SEQ_LAYERS": 2,
    "SEQ_DROPOUT": 0.3,
    "MAX_SEQ_LEN": 80,
    "SEQ_BATCH": 32,
    "PACK_SEQUENCES": true,
    "GRAD_CLIP": 5.0,
    "WEIGHT_DECAY": 0.0001,
    "SWEEP_LRS": [
      0.001,
      0.0003,
      0.0001
    ],
    "SWEEP_SELECTIONS": [
      "best",
      "smooth3",
      "last",
      "swa3"
    ],
    "SWEEP_SEEDS": [
      42,
      43,
      44
    ],
    "SWEEP_EPOCHS": 12,
    "SWEEP_HEAD": "seq_winner",
    "CHOSEN_LR": null,
    "CHOSEN_SELECTION": null,
    "FINAL_SEEDS": [
      42,
      43,
      44
    ],
    "FINAL_EPOCHS": 12,
    "PUBLISH_TARGETS": [
      "hf",
      "kaggle"
    ],
    "HF_USER": "Obaidullahmiakhil",
    "HF_REPO_NAME": "ICH_ef04_seqhead_study",
    "HF_TOKEN_SECRET": "HF_TOKEN",
    "KAGGLE_USER": "obaidullahmiakhil2",
    "KAGGLE_SLUG": "ich-ef04-seqhead-study",
    "KAGGLE_USER_SECRET": "KAGGLE_USERNAME",
    "KAGGLE_KEY_SECRET": "KAGGLE_KEY",
    "KAGGLE_PUBLIC": true,
    "HF_TOKEN": "<redacted>",
    "REPO_ID": "Obaidullahmiakhil/ICH_ef04_arms",
    "REMOTE_FOLDER": "ICH_ef04_A_baseline_b03-v2_seed42/embeddings",
    "DATASET_ID": "obaidullahmiakhil2/ich-ef04-a-baseline-emb"
  },
  "sweep": [
    {
      "lr": 0.0001,
      "rule": "smooth3",
      "test_mean": 0.9549963257054067,
      "test_std": 0.002494572279959161,
      "val_mean": 0.9548010018984064,
      "val_std": 0.0019006874470820349,
      "gap_mean": -0.0001953238070003064,
      "gap_abs": 0.0007129023204787144,
      "val_swing": 0.03151852092406752,
      "rank_key": 0.017659947909115795
    },
    {
      "lr": 0.0001,
      "rule": "best",
      "test_mean": 0.9551457926994452,
      "test_std": 0.002628099150831866,
      "val_mean": 0.9548345674843679,
      "val_std": 0.00190710128353645,
      "gap_mean": -0.0003112252150773524,
      "gap_abs": 0.0008288037285557603,
      "val_swing": 0.03151852092406752,
      "rank_key": 0.017666361745570208
    },
    {
      "lr": 0.0001,
      "rule": "swa3",
      "test_mean": 0.9554125030816499,
      "test_std": 0.002896007048829399,
      "val_mean": 0.9548345674843679,
      "val_std": 0.00190710128353645,
      "gap_mean": -0.000577935597281883,
      "gap_abs": 0.001051956383601671,
      "val_swing": 0.03151852092406752,
      "rank_key": 0.017666361745570208
    },
    {
      "lr": 0.0003,
      "rule": "best",
      "test_mean": 0.9510034305556099,
      "test_std": 0.005437022108204696,
      "val_mean": 0.9525357984020254,
      "val_std": 0.003964749695526468,
      "gap_mean": 0.0015323678464154906,
      "gap_abs": 0.0026639866474568543,
      "val_swing": 0.035503360516330885,
      "rank_key": 0.021716429953691913
    },
    {
      "lr": 0.0003,
      "rule": "swa3",
      "test_mean": 0.9525083291141109,
      "test_std": 0.006076472391057248,
      "val_mean": 0.9525357984020254,
      "val_std": 0.003964749695526468,
      "gap_mean": 2.746928791456475e-05,
      "gap_abs": 0.001504847953247827,
      "val_swing": 0.035503360516330885,
      "rank_key": 0.021716429953691913
    },
    {
      "lr": 0.001,
      "rule": "best",
      "test_mean": 0.9533737794700672,
      "test_std": 0.005231693980762341,
      "val_mean": 0.9534741574198784,
      "val_std": 0.004144314717764625,
      "gap_mean": 0.0001003779498112145,
      "gap_abs": 0.001460962364938719,
      "val_swing": 0.03780836032968008,
      "rank_key": 0.023048494882604666
    },
    {
      "lr": 0.001,
      "rule": "swa3",
      "test_mean": 0.9546677670289383,
      "test_std": 0.0017218371888674748,
      "val_mean": 0.9534741574198784,
      "val_std": 0.004144314717764625,
      "gap_mean": -0.001193609609059935,
      "gap_abs": 0.001480174349981526,
      "val_swing": 0.03780836032968008,
      "rank_key": 0.023048494882604666
    },
    {
      "lr": 0.0003,
      "rule": "last",
      "test_mean": 0.9252999307284696,
      "test_std": 0.011090112228027561,
      "val_mean": 0.9287620419947826,
      "val_std": 0.0054076760720919255,
      "gap_mean": 0.003462111266313054,
      "gap_abs": 0.005473051339339063,
      "val_swing": 0.035503360516330885,
      "rank_key": 0.02315935633025737
    },
    {
      "lr": 0.001,
      "rule": "smooth3",
      "test_mean": 0.9507919008866913,
      "test_std": 0.00728336618312318,
      "val_mean": 0.9500221074123841,
      "val_std": 0.004531883233222006,
      "gap_mean": -0.0007697934743072418,
      "gap_abs": 0.0031858640275724457,
      "val_swing": 0.03780836032968008,
      "rank_key": 0.02343606339806205
    },
    {
      "lr": 0.0001,
      "rule": "last",
      "test_mean": 0.9327338698292649,
      "test_std": 0.008348507083282141,
      "val_mean": 0.9322566921510903,
      "val_std": 0.012473969138843901,
      "gap_mean": -0.00047717767817453033,
      "gap_abs": 0.003321600415969369,
      "val_swing": 0.03151852092406752,
      "rank_key": 0.02823322960087766
    },
    {
      "lr": 0.0003,
      "rule": "smooth3",
      "test_mean": 0.9450675984581149,
      "test_std": 0.011424214031697232,
      "val_mean": 0.9436518349711424,
      "val_std": 0.010717188723426073,
      "gap_mean": -0.0014157634869727358,
      "gap_abs": 0.0017526881089048318,
      "val_swing": 0.035503360516330885,
      "rank_key": 0.028468868981591518
    },
    {
      "lr": 0.001,
      "rule": "last",
      "test_mean": 0.9369601895723855,
      "test_std": 0.010548861232307305,
      "val_mean": 0.9311625786188511,
      "val_std": 0.014811944465699448,
      "gap_mean": -0.005797610953534482,
      "gap_abs": 0.005797610953534482,
      "val_swing": 0.03780836032968008,
      "rank_key": 0.03371612463053949
    }
  ],
  "final": {
    "lr": 0.0001,
    "rule": "smooth3",
    "runs": [
      {
        "seed": 42,
        "head": "seq_winner",
        "epoch": 1,
        "val": 0.9550099717692384,
        "test": 0.9563723109604569,
        "val_swing": 0.05074405535461568
      },
      {
        "seed": 42,
        "head": "seq_gate",
        "epoch": 0,
        "val": 0.9660935439159675,
        "test": 0.963602624646664,
        "val_swing": 0.010589802726544972
      },
      {
        "seed": 42,
        "head": "seq_sub",
        "epoch": 0,
        "val": 0.951695535015469,
        "test": 0.9497884402197592,
        "val_swing": 0.051246564323399135
      },
      {
        "seed": 43,
        "head": "seq_winner",
        "epoch": 0,
        "val": 0.9528044647791676,
        "test": 0.9521167835590812,
        "val_swing": 0.03492536610532204
      },
      {
        "seed": 43,
        "head": "seq_gate",
        "epoch": 0,
        "val": 0.9686577362258894,
        "test": 0.9669870762135052,
        "val_swing": 0.012199798599104139
      },
      {
        "seed": 43,
        "head": "seq_sub",
        "epoch": 1,
        "val": 0.9413398007583984,
        "test": 0.9438273918344532,
        "val_swing": 0.07636851655136134
      },
      {
        "seed": 44,
        "head": "seq_winner",
        "epoch": 2,
        "val": 0.9565885691468131,
        "test": 0.9564998825966818,
        "val_swing": 0.04134469124087781
      },
      {
        "seed": 44,
        "head": "seq_gate",
        "epoch": 0,
        "val": 0.9655682611432096,
        "test": 0.9635479823367844,
        "val_swing": 0.010805215357296838
      },
      {
        "seed": 44,
        "head": "seq_sub",
        "epoch": 0,
        "val": 0.9535518236879493,
        "test": 0.9487389004467289,
        "val_swing": 0.06307138451810468
      }
    ],
    "test_mean_by_head": {
      "seq_gate": 0.9647125610656513,
      "seq_sub": 0.9474515775003137,
      "seq_winner": 0.9549963257054067
    },
    "test_std_by_head": {
      "seq_gate": 0.001969977363796405,
      "seq_sub": 0.0031822043836411467,
      "seq_winner": 0.002494572279959161
    }
  }
}