[auto] Update DeePM model weights and signals
Browse files- models/deepm_optionA_best.pt +1 -1
- models/deepm_optionA_evar_best.pt +1 -1
- models/deepm_optionA_sharpe_best.pt +1 -1
- models/deepm_optionA_w1_evar.pt +1 -1
- models/deepm_optionA_w1_sharpe.pt +1 -1
- models/deepm_optionA_w2_evar.pt +1 -1
- models/deepm_optionA_w2_sharpe.pt +1 -1
- models/deepm_optionA_w3_evar.pt +1 -1
- models/deepm_optionA_w3_sharpe.pt +1 -1
- models/deepm_optionA_w4_evar.pt +1 -1
- models/deepm_optionA_w4_sharpe.pt +1 -1
- models/deepm_optionA_w5_evar.pt +1 -1
- models/deepm_optionA_w5_sharpe.pt +1 -1
- models/deepm_optionA_w6_evar.pt +1 -1
- models/deepm_optionA_w6_sharpe.pt +1 -1
- models/deepm_optionA_w7_evar.pt +1 -1
- models/deepm_optionA_w7_sharpe.pt +1 -1
- models/deepm_optionA_w8_evar.pt +1 -1
- models/deepm_optionA_w8_sharpe.pt +1 -1
- models/deepm_optionA_window_best.pt +1 -1
- models/deepm_optionB_best.pt +2 -2
- models/deepm_optionB_evar_best.pt +2 -2
- models/deepm_optionB_sharpe_best.pt +2 -2
- models/deepm_optionB_w1_evar.pt +2 -2
- models/deepm_optionB_w1_sharpe.pt +2 -2
- models/deepm_optionB_w2_evar.pt +2 -2
- models/deepm_optionB_w2_sharpe.pt +2 -2
- models/deepm_optionB_w3_evar.pt +2 -2
- models/deepm_optionB_w3_sharpe.pt +2 -2
- models/deepm_optionB_w4_evar.pt +2 -2
- models/deepm_optionB_w4_sharpe.pt +2 -2
- models/deepm_optionB_w5_evar.pt +2 -2
- models/deepm_optionB_w5_sharpe.pt +2 -2
- models/deepm_optionB_w6_evar.pt +2 -2
- models/deepm_optionB_w6_sharpe.pt +2 -2
- models/deepm_optionB_w7_evar.pt +2 -2
- models/deepm_optionB_w7_sharpe.pt +2 -2
- models/deepm_optionB_w8_evar.pt +2 -2
- models/deepm_optionB_w8_sharpe.pt +2 -2
- models/deepm_optionB_window_best.pt +2 -2
- models/meta_optionA.json +132 -104
- models/meta_optionA_window.json +52 -52
- models/meta_optionB.json +227 -76
- models/meta_optionB_window.json +58 -55
- models/scaler_optionA.pkl +1 -1
- models/scaler_optionA_window.pkl +1 -1
- models/scaler_optionB.pkl +1 -1
- models/scaler_optionB_window.pkl +1 -1
models/deepm_optionA_best.pt
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models/deepm_optionA_w3_evar.pt
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| 80 |
-
"n_oos":
|
| 81 |
-
"oos_ann_return": 0.
|
| 82 |
-
"oos_sharpe": 2.
|
| 83 |
"model_path": "models/deepm_optionA_w3_sharpe.pt"
|
| 84 |
},
|
| 85 |
{
|
|
@@ -89,9 +89,9 @@
|
|
| 89 |
"oos_start": "2025-01-01",
|
| 90 |
"loss_fn": "evar",
|
| 91 |
"n_train": 2768,
|
| 92 |
-
"n_oos":
|
| 93 |
-
"oos_ann_return": 0.
|
| 94 |
-
"oos_sharpe": 1.
|
| 95 |
"model_path": "models/deepm_optionA_w4_evar.pt"
|
| 96 |
},
|
| 97 |
{
|
|
@@ -101,9 +101,9 @@
|
|
| 101 |
"oos_start": "2025-01-01",
|
| 102 |
"loss_fn": "sharpe",
|
| 103 |
"n_train": 2768,
|
| 104 |
-
"n_oos":
|
| 105 |
-
"oos_ann_return": 0.
|
| 106 |
-
"oos_sharpe":
|
| 107 |
"model_path": "models/deepm_optionA_w4_sharpe.pt"
|
| 108 |
},
|
| 109 |
{
|
|
@@ -113,9 +113,9 @@
|
|
| 113 |
"oos_start": "2025-01-01",
|
| 114 |
"loss_fn": "evar",
|
| 115 |
"n_train": 2264,
|
| 116 |
-
"n_oos":
|
| 117 |
-
"oos_ann_return": 0.
|
| 118 |
-
"oos_sharpe": 1.
|
| 119 |
"model_path": "models/deepm_optionA_w5_evar.pt"
|
| 120 |
},
|
| 121 |
{
|
|
@@ -125,9 +125,9 @@
|
|
| 125 |
"oos_start": "2025-01-01",
|
| 126 |
"loss_fn": "sharpe",
|
| 127 |
"n_train": 2264,
|
| 128 |
-
"n_oos":
|
| 129 |
-
"oos_ann_return": 0.
|
| 130 |
-
"oos_sharpe": 2.
|
| 131 |
"model_path": "models/deepm_optionA_w5_sharpe.pt"
|
| 132 |
},
|
| 133 |
{
|
|
@@ -137,9 +137,9 @@
|
|
| 137 |
"oos_start": "2025-01-01",
|
| 138 |
"loss_fn": "evar",
|
| 139 |
"n_train": 1761,
|
| 140 |
-
"n_oos":
|
| 141 |
-
"oos_ann_return": 0.
|
| 142 |
-
"oos_sharpe": 1.
|
| 143 |
"model_path": "models/deepm_optionA_w6_evar.pt"
|
| 144 |
},
|
| 145 |
{
|
|
@@ -149,9 +149,9 @@
|
|
| 149 |
"oos_start": "2025-01-01",
|
| 150 |
"loss_fn": "sharpe",
|
| 151 |
"n_train": 1761,
|
| 152 |
-
"n_oos":
|
| 153 |
-
"oos_ann_return": 0.
|
| 154 |
-
"oos_sharpe": 2.
|
| 155 |
"model_path": "models/deepm_optionA_w6_sharpe.pt"
|
| 156 |
},
|
| 157 |
{
|
|
@@ -161,9 +161,9 @@
|
|
| 161 |
"oos_start": "2025-01-01",
|
| 162 |
"loss_fn": "evar",
|
| 163 |
"n_train": 1258,
|
| 164 |
-
"n_oos":
|
| 165 |
-
"oos_ann_return": 0.
|
| 166 |
-
"oos_sharpe": 2.
|
| 167 |
"model_path": "models/deepm_optionA_w7_evar.pt"
|
| 168 |
},
|
| 169 |
{
|
|
@@ -173,9 +173,9 @@
|
|
| 173 |
"oos_start": "2025-01-01",
|
| 174 |
"loss_fn": "sharpe",
|
| 175 |
"n_train": 1258,
|
| 176 |
-
"n_oos":
|
| 177 |
-
"oos_ann_return": 0.
|
| 178 |
-
"oos_sharpe": 2.
|
| 179 |
"model_path": "models/deepm_optionA_w7_sharpe.pt"
|
| 180 |
},
|
| 181 |
{
|
|
@@ -185,9 +185,9 @@
|
|
| 185 |
"oos_start": "2025-01-01",
|
| 186 |
"loss_fn": "evar",
|
| 187 |
"n_train": 753,
|
| 188 |
-
"n_oos":
|
| 189 |
-
"oos_ann_return": 0.
|
| 190 |
-
"oos_sharpe": 2.
|
| 191 |
"model_path": "models/deepm_optionA_w8_evar.pt"
|
| 192 |
},
|
| 193 |
{
|
|
@@ -197,9 +197,9 @@
|
|
| 197 |
"oos_start": "2025-01-01",
|
| 198 |
"loss_fn": "sharpe",
|
| 199 |
"n_train": 753,
|
| 200 |
-
"n_oos":
|
| 201 |
-
"oos_ann_return": 0.
|
| 202 |
-
"oos_sharpe":
|
| 203 |
"model_path": "models/deepm_optionA_w8_sharpe.pt"
|
| 204 |
}
|
| 205 |
],
|
|
|
|
| 1 |
{
|
| 2 |
"option": "A",
|
| 3 |
+
"trained_at": "2026-04-18T14:04:09.517535",
|
| 4 |
+
"elapsed_sec": 2283.6,
|
| 5 |
"n_windows": 8,
|
| 6 |
"winning_window": 2,
|
| 7 |
"winning_train_start": "2010-01-01",
|
| 8 |
"winning_train_end": "2024-12-31",
|
| 9 |
"winning_loss": "sharpe",
|
| 10 |
+
"oos_ann_return": 0.4578,
|
| 11 |
+
"oos_sharpe": 2.241,
|
| 12 |
"all_windows": [
|
| 13 |
{
|
| 14 |
"window_id": 1,
|
|
|
|
| 17 |
"oos_start": "2025-01-01",
|
| 18 |
"loss_fn": "evar",
|
| 19 |
"n_train": 4218,
|
| 20 |
+
"n_oos": 323,
|
| 21 |
+
"oos_ann_return": 0.0767,
|
| 22 |
+
"oos_sharpe": 1.7722,
|
| 23 |
"model_path": "models/deepm_optionA_w1_evar.pt"
|
| 24 |
},
|
| 25 |
{
|
|
|
|
| 29 |
"oos_start": "2025-01-01",
|
| 30 |
"loss_fn": "sharpe",
|
| 31 |
"n_train": 4218,
|
| 32 |
+
"n_oos": 323,
|
| 33 |
+
"oos_ann_return": 0.3931,
|
| 34 |
+
"oos_sharpe": 2.4805,
|
| 35 |
"model_path": "models/deepm_optionA_w1_sharpe.pt"
|
| 36 |
},
|
| 37 |
{
|
|
|
|
| 41 |
"oos_start": "2025-01-01",
|
| 42 |
"loss_fn": "evar",
|
| 43 |
"n_train": 3774,
|
| 44 |
+
"n_oos": 323,
|
| 45 |
+
"oos_ann_return": 0.0943,
|
| 46 |
+
"oos_sharpe": 1.9913,
|
| 47 |
"model_path": "models/deepm_optionA_w2_evar.pt"
|
| 48 |
},
|
| 49 |
{
|
|
|
|
| 53 |
"oos_start": "2025-01-01",
|
| 54 |
"loss_fn": "sharpe",
|
| 55 |
"n_train": 3774,
|
| 56 |
+
"n_oos": 323,
|
| 57 |
+
"oos_ann_return": 0.4578,
|
| 58 |
+
"oos_sharpe": 2.241,
|
| 59 |
"model_path": "models/deepm_optionA_w2_sharpe.pt"
|
| 60 |
},
|
| 61 |
{
|
|
|
|
| 65 |
"oos_start": "2025-01-01",
|
| 66 |
"loss_fn": "evar",
|
| 67 |
"n_train": 3270,
|
| 68 |
+
"n_oos": 323,
|
| 69 |
+
"oos_ann_return": 0.0781,
|
| 70 |
+
"oos_sharpe": 1.5979,
|
| 71 |
"model_path": "models/deepm_optionA_w3_evar.pt"
|
| 72 |
},
|
| 73 |
{
|
|
|
|
| 77 |
"oos_start": "2025-01-01",
|
| 78 |
"loss_fn": "sharpe",
|
| 79 |
"n_train": 3270,
|
| 80 |
+
"n_oos": 323,
|
| 81 |
+
"oos_ann_return": 0.2758,
|
| 82 |
+
"oos_sharpe": 2.2554,
|
| 83 |
"model_path": "models/deepm_optionA_w3_sharpe.pt"
|
| 84 |
},
|
| 85 |
{
|
|
|
|
| 89 |
"oos_start": "2025-01-01",
|
| 90 |
"loss_fn": "evar",
|
| 91 |
"n_train": 2768,
|
| 92 |
+
"n_oos": 323,
|
| 93 |
+
"oos_ann_return": 0.0746,
|
| 94 |
+
"oos_sharpe": 1.535,
|
| 95 |
"model_path": "models/deepm_optionA_w4_evar.pt"
|
| 96 |
},
|
| 97 |
{
|
|
|
|
| 101 |
"oos_start": "2025-01-01",
|
| 102 |
"loss_fn": "sharpe",
|
| 103 |
"n_train": 2768,
|
| 104 |
+
"n_oos": 323,
|
| 105 |
+
"oos_ann_return": 0.2791,
|
| 106 |
+
"oos_sharpe": 2.337,
|
| 107 |
"model_path": "models/deepm_optionA_w4_sharpe.pt"
|
| 108 |
},
|
| 109 |
{
|
|
|
|
| 113 |
"oos_start": "2025-01-01",
|
| 114 |
"loss_fn": "evar",
|
| 115 |
"n_train": 2264,
|
| 116 |
+
"n_oos": 323,
|
| 117 |
+
"oos_ann_return": 0.0805,
|
| 118 |
+
"oos_sharpe": 1.8614,
|
| 119 |
"model_path": "models/deepm_optionA_w5_evar.pt"
|
| 120 |
},
|
| 121 |
{
|
|
|
|
| 125 |
"oos_start": "2025-01-01",
|
| 126 |
"loss_fn": "sharpe",
|
| 127 |
"n_train": 2264,
|
| 128 |
+
"n_oos": 323,
|
| 129 |
+
"oos_ann_return": 0.254,
|
| 130 |
+
"oos_sharpe": 2.6226,
|
| 131 |
"model_path": "models/deepm_optionA_w5_sharpe.pt"
|
| 132 |
},
|
| 133 |
{
|
|
|
|
| 137 |
"oos_start": "2025-01-01",
|
| 138 |
"loss_fn": "evar",
|
| 139 |
"n_train": 1761,
|
| 140 |
+
"n_oos": 323,
|
| 141 |
+
"oos_ann_return": 0.0863,
|
| 142 |
+
"oos_sharpe": 1.9088,
|
| 143 |
"model_path": "models/deepm_optionA_w6_evar.pt"
|
| 144 |
},
|
| 145 |
{
|
|
|
|
| 149 |
"oos_start": "2025-01-01",
|
| 150 |
"loss_fn": "sharpe",
|
| 151 |
"n_train": 1761,
|
| 152 |
+
"n_oos": 323,
|
| 153 |
+
"oos_ann_return": 0.306,
|
| 154 |
+
"oos_sharpe": 2.2769,
|
| 155 |
"model_path": "models/deepm_optionA_w6_sharpe.pt"
|
| 156 |
},
|
| 157 |
{
|
|
|
|
| 161 |
"oos_start": "2025-01-01",
|
| 162 |
"loss_fn": "evar",
|
| 163 |
"n_train": 1258,
|
| 164 |
+
"n_oos": 323,
|
| 165 |
+
"oos_ann_return": 0.1598,
|
| 166 |
+
"oos_sharpe": 2.1287,
|
| 167 |
"model_path": "models/deepm_optionA_w7_evar.pt"
|
| 168 |
},
|
| 169 |
{
|
|
|
|
| 173 |
"oos_start": "2025-01-01",
|
| 174 |
"loss_fn": "sharpe",
|
| 175 |
"n_train": 1258,
|
| 176 |
+
"n_oos": 323,
|
| 177 |
+
"oos_ann_return": 0.4504,
|
| 178 |
+
"oos_sharpe": 2.7733,
|
| 179 |
"model_path": "models/deepm_optionA_w7_sharpe.pt"
|
| 180 |
},
|
| 181 |
{
|
|
|
|
| 185 |
"oos_start": "2025-01-01",
|
| 186 |
"loss_fn": "evar",
|
| 187 |
"n_train": 753,
|
| 188 |
+
"n_oos": 323,
|
| 189 |
+
"oos_ann_return": 0.195,
|
| 190 |
+
"oos_sharpe": 2.2734,
|
| 191 |
"model_path": "models/deepm_optionA_w8_evar.pt"
|
| 192 |
},
|
| 193 |
{
|
|
|
|
| 197 |
"oos_start": "2025-01-01",
|
| 198 |
"loss_fn": "sharpe",
|
| 199 |
"n_train": 753,
|
| 200 |
+
"n_oos": 323,
|
| 201 |
+
"oos_ann_return": 0.3501,
|
| 202 |
+
"oos_sharpe": 2.2539,
|
| 203 |
"model_path": "models/deepm_optionA_w8_sharpe.pt"
|
| 204 |
}
|
| 205 |
],
|
models/meta_optionB.json
CHANGED
|
@@ -1,9 +1,9 @@
|
|
| 1 |
{
|
| 2 |
"option": "B",
|
| 3 |
-
"trained_at": "2026-04-
|
| 4 |
-
"elapsed_sec":
|
| 5 |
-
"n_params":
|
| 6 |
-
"n_assets":
|
| 7 |
"tickers": [
|
| 8 |
"SPY",
|
| 9 |
"QQQ",
|
|
@@ -17,6 +17,9 @@
|
|
| 17 |
"XLU",
|
| 18 |
"GDX",
|
| 19 |
"XLB",
|
|
|
|
|
|
|
|
|
|
| 20 |
"XLRE",
|
| 21 |
"IWM",
|
| 22 |
"XME"
|
|
@@ -26,93 +29,241 @@
|
|
| 26 |
"n_macro_feats": 19,
|
| 27 |
"lookback": 60,
|
| 28 |
"loss_fn": "sharpe",
|
| 29 |
-
"best_val_loss": -1.
|
| 30 |
-
"best_val_sharpe": 0.
|
| 31 |
-
"best_val_ann_return": 0.
|
| 32 |
-
"test_loss": -1.
|
| 33 |
-
"test_sharpe": 1.
|
| 34 |
-
"test_ann_return": 0.
|
| 35 |
"splits": {
|
| 36 |
"n_train": 3178,
|
| 37 |
"n_val": 681,
|
| 38 |
-
"n_test":
|
| 39 |
"train_start": "2008-04-01",
|
| 40 |
"train_end": "2020-11-10",
|
| 41 |
"val_end": "2023-07-28",
|
| 42 |
-
"test_end": "2026-04-
|
| 43 |
},
|
| 44 |
"history": {
|
| 45 |
"train_loss": [
|
| 46 |
-
-1.
|
| 47 |
-
-1.
|
| 48 |
-
-1.
|
| 49 |
-
-1.
|
| 50 |
-
-1.
|
| 51 |
-
-1.
|
| 52 |
-
-1.
|
| 53 |
-
-1.
|
| 54 |
-
-1.
|
| 55 |
-
-1.
|
| 56 |
-
-
|
| 57 |
-
-2.
|
| 58 |
-
-2.
|
| 59 |
-
-2.
|
| 60 |
-
-2.
|
| 61 |
-
-2.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 62 |
],
|
| 63 |
"val_loss": [
|
| 64 |
-
-1.
|
| 65 |
-
-1.
|
| 66 |
-
-1.
|
| 67 |
-
-1.
|
| 68 |
-
-1.
|
| 69 |
-
-1.
|
| 70 |
-
-
|
| 71 |
-
-0.
|
| 72 |
-
-0.
|
| 73 |
-
-
|
| 74 |
-
-
|
| 75 |
-
-
|
| 76 |
-
-
|
| 77 |
-
-0.
|
| 78 |
-
-
|
| 79 |
-
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 80 |
],
|
| 81 |
"val_sharpe": [
|
| 82 |
-
0.
|
| 83 |
-
0.
|
| 84 |
-
0.
|
| 85 |
-
0.
|
| 86 |
-
0.
|
| 87 |
-
0.
|
| 88 |
-
0.
|
| 89 |
-
0.
|
| 90 |
-
0.
|
| 91 |
-
0.
|
| 92 |
-
0.
|
| 93 |
-
0.
|
| 94 |
-
0.
|
| 95 |
-
0.
|
| 96 |
-
0.
|
| 97 |
-
0.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 98 |
],
|
| 99 |
"val_ann_return": [
|
| 100 |
-
0.
|
| 101 |
-
0.
|
| 102 |
-
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models/meta_optionB_window.json
CHANGED
|
@@ -1,14 +1,14 @@
|
|
| 1 |
{
|
| 2 |
"option": "B",
|
| 3 |
-
"trained_at": "2026-04-
|
| 4 |
-
"elapsed_sec":
|
| 5 |
"n_windows": 8,
|
| 6 |
-
"winning_window":
|
| 7 |
-
"winning_train_start": "
|
| 8 |
"winning_train_end": "2024-12-31",
|
| 9 |
"winning_loss": "sharpe",
|
| 10 |
-
"oos_ann_return": 0.
|
| 11 |
-
"oos_sharpe":
|
| 12 |
"all_windows": [
|
| 13 |
{
|
| 14 |
"window_id": 1,
|
|
@@ -17,9 +17,9 @@
|
|
| 17 |
"oos_start": "2025-01-01",
|
| 18 |
"loss_fn": "evar",
|
| 19 |
"n_train": 4218,
|
| 20 |
-
"n_oos":
|
| 21 |
-
"oos_ann_return": 0.
|
| 22 |
-
"oos_sharpe": 1.
|
| 23 |
"model_path": "models/deepm_optionB_w1_evar.pt"
|
| 24 |
},
|
| 25 |
{
|
|
@@ -29,9 +29,9 @@
|
|
| 29 |
"oos_start": "2025-01-01",
|
| 30 |
"loss_fn": "sharpe",
|
| 31 |
"n_train": 4218,
|
| 32 |
-
"n_oos":
|
| 33 |
-
"oos_ann_return": 0.
|
| 34 |
-
"oos_sharpe":
|
| 35 |
"model_path": "models/deepm_optionB_w1_sharpe.pt"
|
| 36 |
},
|
| 37 |
{
|
|
@@ -41,9 +41,9 @@
|
|
| 41 |
"oos_start": "2025-01-01",
|
| 42 |
"loss_fn": "evar",
|
| 43 |
"n_train": 3774,
|
| 44 |
-
"n_oos":
|
| 45 |
-
"oos_ann_return": 0.
|
| 46 |
-
"oos_sharpe": 1.
|
| 47 |
"model_path": "models/deepm_optionB_w2_evar.pt"
|
| 48 |
},
|
| 49 |
{
|
|
@@ -53,9 +53,9 @@
|
|
| 53 |
"oos_start": "2025-01-01",
|
| 54 |
"loss_fn": "sharpe",
|
| 55 |
"n_train": 3774,
|
| 56 |
-
"n_oos":
|
| 57 |
-
"oos_ann_return": 0.
|
| 58 |
-
"oos_sharpe":
|
| 59 |
"model_path": "models/deepm_optionB_w2_sharpe.pt"
|
| 60 |
},
|
| 61 |
{
|
|
@@ -65,9 +65,9 @@
|
|
| 65 |
"oos_start": "2025-01-01",
|
| 66 |
"loss_fn": "evar",
|
| 67 |
"n_train": 3270,
|
| 68 |
-
"n_oos":
|
| 69 |
-
"oos_ann_return": 0.
|
| 70 |
-
"oos_sharpe": 1.
|
| 71 |
"model_path": "models/deepm_optionB_w3_evar.pt"
|
| 72 |
},
|
| 73 |
{
|
|
@@ -77,9 +77,9 @@
|
|
| 77 |
"oos_start": "2025-01-01",
|
| 78 |
"loss_fn": "sharpe",
|
| 79 |
"n_train": 3270,
|
| 80 |
-
"n_oos":
|
| 81 |
-
"oos_ann_return": 0.
|
| 82 |
-
"oos_sharpe": 1.
|
| 83 |
"model_path": "models/deepm_optionB_w3_sharpe.pt"
|
| 84 |
},
|
| 85 |
{
|
|
@@ -89,9 +89,9 @@
|
|
| 89 |
"oos_start": "2025-01-01",
|
| 90 |
"loss_fn": "evar",
|
| 91 |
"n_train": 2768,
|
| 92 |
-
"n_oos":
|
| 93 |
-
"oos_ann_return": 0.
|
| 94 |
-
"oos_sharpe": 1.
|
| 95 |
"model_path": "models/deepm_optionB_w4_evar.pt"
|
| 96 |
},
|
| 97 |
{
|
|
@@ -101,9 +101,9 @@
|
|
| 101 |
"oos_start": "2025-01-01",
|
| 102 |
"loss_fn": "sharpe",
|
| 103 |
"n_train": 2768,
|
| 104 |
-
"n_oos":
|
| 105 |
-
"oos_ann_return": 0.
|
| 106 |
-
"oos_sharpe":
|
| 107 |
"model_path": "models/deepm_optionB_w4_sharpe.pt"
|
| 108 |
},
|
| 109 |
{
|
|
@@ -113,9 +113,9 @@
|
|
| 113 |
"oos_start": "2025-01-01",
|
| 114 |
"loss_fn": "evar",
|
| 115 |
"n_train": 2264,
|
| 116 |
-
"n_oos":
|
| 117 |
-
"oos_ann_return": 0.
|
| 118 |
-
"oos_sharpe": 1.
|
| 119 |
"model_path": "models/deepm_optionB_w5_evar.pt"
|
| 120 |
},
|
| 121 |
{
|
|
@@ -125,9 +125,9 @@
|
|
| 125 |
"oos_start": "2025-01-01",
|
| 126 |
"loss_fn": "sharpe",
|
| 127 |
"n_train": 2264,
|
| 128 |
-
"n_oos":
|
| 129 |
-
"oos_ann_return": 0.
|
| 130 |
-
"oos_sharpe": 1.
|
| 131 |
"model_path": "models/deepm_optionB_w5_sharpe.pt"
|
| 132 |
},
|
| 133 |
{
|
|
@@ -137,9 +137,9 @@
|
|
| 137 |
"oos_start": "2025-01-01",
|
| 138 |
"loss_fn": "evar",
|
| 139 |
"n_train": 1761,
|
| 140 |
-
"n_oos":
|
| 141 |
-
"oos_ann_return": 0.
|
| 142 |
-
"oos_sharpe": 1.
|
| 143 |
"model_path": "models/deepm_optionB_w6_evar.pt"
|
| 144 |
},
|
| 145 |
{
|
|
@@ -149,9 +149,9 @@
|
|
| 149 |
"oos_start": "2025-01-01",
|
| 150 |
"loss_fn": "sharpe",
|
| 151 |
"n_train": 1761,
|
| 152 |
-
"n_oos":
|
| 153 |
-
"oos_ann_return": 0.
|
| 154 |
-
"oos_sharpe":
|
| 155 |
"model_path": "models/deepm_optionB_w6_sharpe.pt"
|
| 156 |
},
|
| 157 |
{
|
|
@@ -161,9 +161,9 @@
|
|
| 161 |
"oos_start": "2025-01-01",
|
| 162 |
"loss_fn": "evar",
|
| 163 |
"n_train": 1258,
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-
"n_oos":
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-
"oos_ann_return": 0.
|
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-
"oos_sharpe": 1.
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| 167 |
"model_path": "models/deepm_optionB_w7_evar.pt"
|
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},
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| 169 |
{
|
|
@@ -173,9 +173,9 @@
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| 173 |
"oos_start": "2025-01-01",
|
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"loss_fn": "sharpe",
|
| 175 |
"n_train": 1258,
|
| 176 |
-
"n_oos":
|
| 177 |
-
"oos_ann_return": 0.
|
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-
"oos_sharpe": 1.
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"model_path": "models/deepm_optionB_w7_sharpe.pt"
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{
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@@ -185,9 +185,9 @@
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| 185 |
"oos_start": "2025-01-01",
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"loss_fn": "evar",
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"n_train": 753,
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-
"n_oos":
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-
"oos_ann_return": 0.
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-
"oos_sharpe": 1.
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"model_path": "models/deepm_optionB_w8_evar.pt"
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{
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@@ -197,13 +197,13 @@
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"oos_start": "2025-01-01",
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"loss_fn": "sharpe",
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"n_train": 753,
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-
"n_oos":
|
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"oos_ann_return": 0.
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"oos_sharpe": 1.
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"model_path": "models/deepm_optionB_w8_sharpe.pt"
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}
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],
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-
"n_assets":
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"tickers": [
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"SPY",
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"QQQ",
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@@ -217,6 +217,9 @@
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| 217 |
"XLU",
|
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"GDX",
|
| 219 |
"XLB",
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| 220 |
"XLRE",
|
| 221 |
"IWM",
|
| 222 |
"XME"
|
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|
| 1 |
{
|
| 2 |
"option": "B",
|
| 3 |
+
"trained_at": "2026-04-18T15:48:31.822174",
|
| 4 |
+
"elapsed_sec": 6262.3,
|
| 5 |
"n_windows": 8,
|
| 6 |
+
"winning_window": 4,
|
| 7 |
+
"winning_train_start": "2014-01-01",
|
| 8 |
"winning_train_end": "2024-12-31",
|
| 9 |
"winning_loss": "sharpe",
|
| 10 |
+
"oos_ann_return": 0.6955,
|
| 11 |
+
"oos_sharpe": 2.296,
|
| 12 |
"all_windows": [
|
| 13 |
{
|
| 14 |
"window_id": 1,
|
|
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| 17 |
"oos_start": "2025-01-01",
|
| 18 |
"loss_fn": "evar",
|
| 19 |
"n_train": 4218,
|
| 20 |
+
"n_oos": 323,
|
| 21 |
+
"oos_ann_return": 0.1612,
|
| 22 |
+
"oos_sharpe": 1.0772,
|
| 23 |
"model_path": "models/deepm_optionB_w1_evar.pt"
|
| 24 |
},
|
| 25 |
{
|
|
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|
| 29 |
"oos_start": "2025-01-01",
|
| 30 |
"loss_fn": "sharpe",
|
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"n_train": 4218,
|
| 32 |
+
"n_oos": 323,
|
| 33 |
+
"oos_ann_return": 0.455,
|
| 34 |
+
"oos_sharpe": 1.8631,
|
| 35 |
"model_path": "models/deepm_optionB_w1_sharpe.pt"
|
| 36 |
},
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| 37 |
{
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"oos_start": "2025-01-01",
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"loss_fn": "evar",
|
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"n_train": 3774,
|
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+
"n_oos": 323,
|
| 45 |
+
"oos_ann_return": 0.1468,
|
| 46 |
+
"oos_sharpe": 1.1512,
|
| 47 |
"model_path": "models/deepm_optionB_w2_evar.pt"
|
| 48 |
},
|
| 49 |
{
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|
| 53 |
"oos_start": "2025-01-01",
|
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"loss_fn": "sharpe",
|
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"n_train": 3774,
|
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+
"n_oos": 323,
|
| 57 |
+
"oos_ann_return": 0.3518,
|
| 58 |
+
"oos_sharpe": 2.0057,
|
| 59 |
"model_path": "models/deepm_optionB_w2_sharpe.pt"
|
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},
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{
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"oos_start": "2025-01-01",
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"loss_fn": "evar",
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"n_train": 3270,
|
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+
"n_oos": 323,
|
| 69 |
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"oos_ann_return": 0.219,
|
| 70 |
+
"oos_sharpe": 1.6534,
|
| 71 |
"model_path": "models/deepm_optionB_w3_evar.pt"
|
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},
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{
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"oos_start": "2025-01-01",
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"loss_fn": "sharpe",
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"n_train": 3270,
|
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"n_oos": 323,
|
| 81 |
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"oos_ann_return": 0.4339,
|
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"oos_sharpe": 1.5986,
|
| 83 |
"model_path": "models/deepm_optionB_w3_sharpe.pt"
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},
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{
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"oos_start": "2025-01-01",
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"loss_fn": "evar",
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"n_train": 2768,
|
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"n_oos": 323,
|
| 93 |
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"oos_ann_return": 0.207,
|
| 94 |
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"oos_sharpe": 1.4979,
|
| 95 |
"model_path": "models/deepm_optionB_w4_evar.pt"
|
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},
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{
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"oos_start": "2025-01-01",
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"loss_fn": "sharpe",
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"n_train": 2768,
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+
"n_oos": 323,
|
| 105 |
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"oos_ann_return": 0.6955,
|
| 106 |
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"oos_sharpe": 2.296,
|
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"model_path": "models/deepm_optionB_w4_sharpe.pt"
|
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},
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{
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"oos_start": "2025-01-01",
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"loss_fn": "evar",
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"n_train": 2264,
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"n_oos": 323,
|
| 117 |
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"oos_ann_return": 0.1963,
|
| 118 |
+
"oos_sharpe": 1.4104,
|
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"model_path": "models/deepm_optionB_w5_evar.pt"
|
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},
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{
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"oos_start": "2025-01-01",
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"loss_fn": "sharpe",
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"n_train": 2264,
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+
"n_oos": 323,
|
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"oos_ann_return": 0.6674,
|
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"oos_sharpe": 1.9931,
|
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"model_path": "models/deepm_optionB_w5_sharpe.pt"
|
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},
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{
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"oos_start": "2025-01-01",
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"loss_fn": "evar",
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"n_train": 1761,
|
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+
"n_oos": 323,
|
| 141 |
+
"oos_ann_return": 0.1952,
|
| 142 |
+
"oos_sharpe": 1.4312,
|
| 143 |
"model_path": "models/deepm_optionB_w6_evar.pt"
|
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},
|
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{
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"oos_start": "2025-01-01",
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"loss_fn": "sharpe",
|
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"n_train": 1761,
|
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+
"n_oos": 323,
|
| 153 |
+
"oos_ann_return": 0.5278,
|
| 154 |
+
"oos_sharpe": 2.8742,
|
| 155 |
"model_path": "models/deepm_optionB_w6_sharpe.pt"
|
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},
|
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{
|
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"oos_start": "2025-01-01",
|
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"loss_fn": "evar",
|
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"n_train": 1258,
|
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+
"n_oos": 323,
|
| 165 |
+
"oos_ann_return": 0.2458,
|
| 166 |
+
"oos_sharpe": 1.5948,
|
| 167 |
"model_path": "models/deepm_optionB_w7_evar.pt"
|
| 168 |
},
|
| 169 |
{
|
|
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|
| 173 |
"oos_start": "2025-01-01",
|
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"loss_fn": "sharpe",
|
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"n_train": 1258,
|
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+
"n_oos": 323,
|
| 177 |
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"oos_ann_return": 0.2637,
|
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"oos_sharpe": 1.4908,
|
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"model_path": "models/deepm_optionB_w7_sharpe.pt"
|
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},
|
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{
|
|
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|
| 185 |
"oos_start": "2025-01-01",
|
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"loss_fn": "evar",
|
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"n_train": 753,
|
| 188 |
+
"n_oos": 323,
|
| 189 |
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"oos_ann_return": 0.241,
|
| 190 |
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"oos_sharpe": 1.4721,
|
| 191 |
"model_path": "models/deepm_optionB_w8_evar.pt"
|
| 192 |
},
|
| 193 |
{
|
|
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|
| 197 |
"oos_start": "2025-01-01",
|
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"loss_fn": "sharpe",
|
| 199 |
"n_train": 753,
|
| 200 |
+
"n_oos": 323,
|
| 201 |
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"oos_ann_return": 0.3272,
|
| 202 |
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"oos_sharpe": 1.4918,
|
| 203 |
"model_path": "models/deepm_optionB_w8_sharpe.pt"
|
| 204 |
}
|
| 205 |
],
|
| 206 |
+
"n_assets": 18,
|
| 207 |
"tickers": [
|
| 208 |
"SPY",
|
| 209 |
"QQQ",
|
|
|
|
| 217 |
"XLU",
|
| 218 |
"GDX",
|
| 219 |
"XLB",
|
| 220 |
+
"IWF",
|
| 221 |
+
"XSD",
|
| 222 |
+
"XBI",
|
| 223 |
"XLRE",
|
| 224 |
"IWM",
|
| 225 |
"XME"
|
models/scaler_optionA.pkl
CHANGED
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@@ -1,3 +1,3 @@
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|
| 1 |
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models/scaler_optionA_window.pkl
CHANGED
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@@ -1,3 +1,3 @@
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| 1 |
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models/scaler_optionB.pkl
CHANGED
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models/scaler_optionB_window.pkl
CHANGED
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