P2SAMAPA commited on
Commit
e409687
·
verified ·
1 Parent(s): facae14

[auto] Update DeePM model weights and signals

Browse files
Files changed (48) hide show
  1. models/deepm_optionA_best.pt +1 -1
  2. models/deepm_optionA_evar_best.pt +1 -1
  3. models/deepm_optionA_sharpe_best.pt +1 -1
  4. models/deepm_optionA_w1_evar.pt +1 -1
  5. models/deepm_optionA_w1_sharpe.pt +1 -1
  6. models/deepm_optionA_w2_evar.pt +1 -1
  7. models/deepm_optionA_w2_sharpe.pt +1 -1
  8. models/deepm_optionA_w3_evar.pt +1 -1
  9. models/deepm_optionA_w3_sharpe.pt +1 -1
  10. models/deepm_optionA_w4_evar.pt +1 -1
  11. models/deepm_optionA_w4_sharpe.pt +1 -1
  12. models/deepm_optionA_w5_evar.pt +1 -1
  13. models/deepm_optionA_w5_sharpe.pt +1 -1
  14. models/deepm_optionA_w6_evar.pt +1 -1
  15. models/deepm_optionA_w6_sharpe.pt +1 -1
  16. models/deepm_optionA_w7_evar.pt +1 -1
  17. models/deepm_optionA_w7_sharpe.pt +1 -1
  18. models/deepm_optionA_w8_evar.pt +1 -1
  19. models/deepm_optionA_w8_sharpe.pt +1 -1
  20. models/deepm_optionA_window_best.pt +1 -1
  21. models/deepm_optionB_best.pt +2 -2
  22. models/deepm_optionB_evar_best.pt +2 -2
  23. models/deepm_optionB_sharpe_best.pt +2 -2
  24. models/deepm_optionB_w1_evar.pt +2 -2
  25. models/deepm_optionB_w1_sharpe.pt +2 -2
  26. models/deepm_optionB_w2_evar.pt +2 -2
  27. models/deepm_optionB_w2_sharpe.pt +2 -2
  28. models/deepm_optionB_w3_evar.pt +2 -2
  29. models/deepm_optionB_w3_sharpe.pt +2 -2
  30. models/deepm_optionB_w4_evar.pt +2 -2
  31. models/deepm_optionB_w4_sharpe.pt +2 -2
  32. models/deepm_optionB_w5_evar.pt +2 -2
  33. models/deepm_optionB_w5_sharpe.pt +2 -2
  34. models/deepm_optionB_w6_evar.pt +2 -2
  35. models/deepm_optionB_w6_sharpe.pt +2 -2
  36. models/deepm_optionB_w7_evar.pt +2 -2
  37. models/deepm_optionB_w7_sharpe.pt +2 -2
  38. models/deepm_optionB_w8_evar.pt +2 -2
  39. models/deepm_optionB_w8_sharpe.pt +2 -2
  40. models/deepm_optionB_window_best.pt +2 -2
  41. models/meta_optionA.json +96 -116
  42. models/meta_optionA_window.json +38 -38
  43. models/meta_optionB.json +75 -75
  44. models/meta_optionB_window.json +38 -37
  45. models/scaler_optionA.pkl +1 -1
  46. models/scaler_optionA_window.pkl +1 -1
  47. models/scaler_optionB.pkl +1 -1
  48. models/scaler_optionB_window.pkl +1 -1
models/deepm_optionA_best.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:ed23ff4e188ad146b4a41b6fae8fffab3b35a9b841fdd523ab49691b40f82b3c
3
  size 532854
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ce5585daa24b110216c6b87b277ec543b9762e0cb812e34a322f175d89cc99d5
3
  size 532854
models/deepm_optionA_evar_best.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:46615958f8cbe0ce4f009bd5e93d5d5c3270b3b02a79b4dcd40921d8c6d693a8
3
  size 532766
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2821fb2e18aac852b9b9bfffcf6b753a7150f4649edf2fdba97380c3a00586e9
3
  size 532766
models/deepm_optionA_sharpe_best.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:ed23ff4e188ad146b4a41b6fae8fffab3b35a9b841fdd523ab49691b40f82b3c
3
  size 532854
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ce5585daa24b110216c6b87b277ec543b9762e0cb812e34a322f175d89cc99d5
3
  size 532854
models/deepm_optionA_w1_evar.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:e0884de477cb92bdc270118616d1268e9090e639d3033e8a987538342adb599c
3
  size 532614
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4aa2e19eff6ab3fa44bcb0765ebfafc63c23a9eaee024c55beea291dfe93d971
3
  size 532614
models/deepm_optionA_w1_sharpe.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:fb8b5d7b9a506f59db0dd00e980b826665258ce163ad017567903faf54cc72c7
3
  size 532766
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:dcb43a9082e224278f41a78d6ee5a9fa4badc99d038f15e9270e034151ca0ea1
3
  size 532766
models/deepm_optionA_w2_evar.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:27ab2b128c8236dfc99d92439f2c1f8f2a8c7bc7c5bf603fb4c3d4c16b7319ac
3
  size 532614
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a0c3f44f215273b9e75706ca7859d2782129d0a36b6b9bb75ebb7ed02d90c6ba
3
  size 532614
models/deepm_optionA_w2_sharpe.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:0f5ff2d3fb93035233ed27b9a638d2437933bbd81c6ff2b712f3acaa6e5fc874
3
  size 532766
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:59b664486ff465951f3d5820ac7decefe0ffd8e47cc73c60ebc0070f673f1065
3
  size 532766
models/deepm_optionA_w3_evar.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:b386b1405bcf8c5ea0fa38f1d8f4828105c43bee1c4ba3e28827dc6693a76d0f
3
  size 532614
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1374fbc2934ee9c1c470a0efdc5fe03327c8d71c2ef4b4e9b4f847267ab1042a
3
  size 532614
models/deepm_optionA_w3_sharpe.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:adbd86b68eaa3f17c9f053f07a17a805f4b8861a58b6482578927b66a718b241
3
  size 532766
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a614f528da40d55519b4f0f5f68c3c37bdbb59a9719b5a204bd317e9c5ffe6b0
3
  size 532766
models/deepm_optionA_w4_evar.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:03884f591d37e1acaa8fcc9fd792d939a8e28a77abda1819712d241a0c62c987
3
  size 532614
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c33384992e8af57e7c619fe9e53c14b6f59a98b95a00ac8fa43be9739f7dda18
3
  size 532614
models/deepm_optionA_w4_sharpe.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:feae90c017e5181780f5c661dc73fade658a7ce743b5722bb160cd4bfbd468fa
3
  size 532766
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:87722334052d01bcb8c821bd87fbd9d3dbd1cbf85e5c30ca8716b28f234d03ab
3
  size 532766
models/deepm_optionA_w5_evar.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:4bd4e73c98391c208e15a67cd3078baf96b48136c076d88a9f3c509fe4d722ed
3
  size 532614
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5f6762671735c2d086519f0be5109a984ff1bd11345e29f4b7a2d69c4fced728
3
  size 532614
models/deepm_optionA_w5_sharpe.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:4867f037231ba1b7a593b299b2e11103e28451625cd8b3bcdfdebf456b1a52f2
3
  size 532766
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b06fd6a3238055a316a7900eac88bd73db3f0e460700b80d211064d70691ca4f
3
  size 532766
models/deepm_optionA_w6_evar.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:c3c42c8e5cd15ef20242746930e74a9faa58827a906b19c10113a0bc52f798a7
3
  size 532614
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e2f53dbd714f59482a1ee54f1bcc94bec9e48efde84ea118aa6fd1774d73a736
3
  size 532614
models/deepm_optionA_w6_sharpe.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:ff755d7607cf1fe5f7a1d432b916446a3d6ef193d9be9e4ed02a268145556a23
3
  size 532766
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:057755bef356cecb5d8fb5232ceb3a46de66a6e460de0e2a9576dbec28a6e8f5
3
  size 532766
models/deepm_optionA_w7_evar.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:2a2fab5d9d0391d140147527ededd6f05824c35ff6e0a1375927e0d192af0fcc
3
  size 532614
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:30e611db40d9d5c4a0c983a15ec529d9edb6c53bc80a7fe528dcdba713f8e83c
3
  size 532614
models/deepm_optionA_w7_sharpe.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:8c49e9866b033d488698748ea8679a75712200cecb51fc9503bb5b93ec59c269
3
  size 532766
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b00e0f7dcb7f04e0b6304d1f11419dccd0d2490dae255eaacc7bbb45a158a10d
3
  size 532766
models/deepm_optionA_w8_evar.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:6f5e855fa19fb151e877f18cdd75487f5ab3fbebbfc21ea68f9c8ec4b0047870
3
  size 532614
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2734c80e38a70f8ab5fe8584f6894623b43731178240bee5e94b112668eb125b
3
  size 532614
models/deepm_optionA_w8_sharpe.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:0043a93c2ccfc0a0b24b76640d825b7e1cb3460787f6175ecd9b4c4315b0c8de
3
  size 532766
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0d42f7f94d7d430fdcfaa16797fac8cbbb23785a0933f440fac5b5585cb17879
3
  size 532766
models/deepm_optionA_window_best.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:0043a93c2ccfc0a0b24b76640d825b7e1cb3460787f6175ecd9b4c4315b0c8de
3
  size 532766
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:59b664486ff465951f3d5820ac7decefe0ffd8e47cc73c60ebc0070f673f1065
3
  size 532766
models/deepm_optionB_best.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:10ecf36d241a6592f3135924fc06370d3cbd1ae60aab1c360662ab87dcd37b9b
3
- size 536054
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a7a0761b30ed028247dec944d04ee8b56f46c9a084ac5c0a35584494c4028050
3
+ size 536478
models/deepm_optionB_evar_best.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:4e765ecdc91b0cef4c36d86b346f73130bcdde27328f64f0ffbe8a31adb40eda
3
- size 535966
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a7a0761b30ed028247dec944d04ee8b56f46c9a084ac5c0a35584494c4028050
3
+ size 536478
models/deepm_optionB_sharpe_best.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:10ecf36d241a6592f3135924fc06370d3cbd1ae60aab1c360662ab87dcd37b9b
3
- size 536054
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:478582b648df4a2f82debbb8836bc4cbae89da525c6c4a17b9c678bec98f2458
3
+ size 536566
models/deepm_optionB_w1_evar.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:f765ed104253422853fb51bfcc2a89db8bfd4fa8c9434223789782d494f634b2
3
- size 535814
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:41b33f2a364e9b5ef4b932d0c4bd7da680e33f762b24b8736d6cf7e30f8df6eb
3
+ size 536326
models/deepm_optionB_w1_sharpe.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:aa5469afe03ecc38861cef95f2a387c4ab247e761e7b1b1d960ea3c9894c624c
3
- size 535966
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c792a385dcb170a70530c59319b1a2a4192a2012ab8718a794215d84f861a1ec
3
+ size 536478
models/deepm_optionB_w2_evar.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:431dc43bf71d8a97d28e83f8af38f33145d12ff8a10dc9419bc6f6aa79a46bfd
3
- size 535814
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:47f581595b72599b8f7ed0d661c1d445fcfa2182e666cbf9ac7f3f46fa33cd23
3
+ size 536326
models/deepm_optionB_w2_sharpe.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:413a77cf2d439b31914fe972b92291a03d731c78a704b928d13402ca93b6281c
3
- size 535966
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3c13f37ea168ada7ed951b809a79684c0356c71c1f1b81be755ab3f8df9b567e
3
+ size 536478
models/deepm_optionB_w3_evar.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:0429784c2ae4bf3fd6912f9f1f4ff4a6b261f83c54ffd52b4c759ca5fe6c6590
3
- size 535814
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0afdd8db9a2694e587d40ce23bb30dd8aafe58d51210a4acbfd939a98be27cec
3
+ size 536326
models/deepm_optionB_w3_sharpe.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:48486aea482218458011eeefaa4be45c7a4879afa57a28e8f10515107fd1bfb5
3
- size 535966
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:482d5a924b8588102ce54c53a78893ef6ebc547915f8f09c8b8fb66badb34411
3
+ size 536478
models/deepm_optionB_w4_evar.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:63bec45353443032ab9193112686e9ef658e5b17d8096f33ab80747a1db0abca
3
- size 535814
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:508f61c9e57859ca10406eeccef48b19a490015c40566913bd8d474ae5ee7577
3
+ size 536326
models/deepm_optionB_w4_sharpe.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:1761e18a2f20646965f76ba8efebea5c0604bf43835585b91571c488f63fe631
3
- size 535966
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d2c284b6179864ccc5591d1282df54ec00a5db547fe8388c5a4bef320f4fec91
3
+ size 536478
models/deepm_optionB_w5_evar.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:5e57de9968d65b1194125669ee4524d2b8ac916cad9695e7e0368d68ad265137
3
- size 535814
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cceac10434b5f199519dbfe0818f68a28fee52866e18e9216b14fe0591c8beac
3
+ size 536326
models/deepm_optionB_w5_sharpe.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:3c69b80a73ee498379626373f695f368ec123ed81053a67a3b5283925792dede
3
- size 535966
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:30975003e3f6bd05c876aa8ae23cf001cf857c88b7eed5f65f336aced4d063f1
3
+ size 536478
models/deepm_optionB_w6_evar.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:30015cec218d2b25dad9046de7a6eff89c9399ce628d988694634c22cb9eee8e
3
- size 535814
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:51d99a883294b9dd9c67a66b6d831e1083419be4e8a741bb733af976f219241e
3
+ size 536326
models/deepm_optionB_w6_sharpe.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:9e62f3697242e3e289e870e0876377fbb9e01fa09bec69d007e13c81279023ba
3
- size 535966
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:44dc6a03c63fe98739fc735a0c2f2928b0f6c181165b1ac2d02c3d4d7339e4e9
3
+ size 536478
models/deepm_optionB_w7_evar.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:d5559e8884839383633e7a12a789e4832688c4a84b85bc27c1f989f418f0ca9c
3
- size 535814
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7790d2751468b27f29878bf9ff10e9e0a91dbd35f3eec8785d0980598d375eb7
3
+ size 536326
models/deepm_optionB_w7_sharpe.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:e0407af000dd6b8af2eb2a331bb92fc7b9dfdd41bc2d191ed12fecfde7b505f6
3
- size 535966
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5027d82bc7a3017bfa14bd8ba3f224ee9c898edd05f8bf00add3b1b3e61c5534
3
+ size 536478
models/deepm_optionB_w8_evar.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:3d3683f356a3ee303876b13f1adab5a76de2515288995298330e601074aafb98
3
- size 535814
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:86ae9ca87afa599dc83b9c120d29d8594bb60d22c4ff0a99af70d6a25ef4fede
3
+ size 536326
models/deepm_optionB_w8_sharpe.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:b104952b76f24122b8353c7df57b37a744b946450fc19e6178fb795f1c441167
3
- size 535966
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1d9e08e753e48cc93dc542608d973a9960ff1768f11c8efc29ddffc269539201
3
+ size 536478
models/deepm_optionB_window_best.pt CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:9e62f3697242e3e289e870e0876377fbb9e01fa09bec69d007e13c81279023ba
3
- size 535966
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:482d5a924b8588102ce54c53a78893ef6ebc547915f8f09c8b8fb66badb34411
3
+ size 536478
models/meta_optionA.json CHANGED
@@ -1,7 +1,7 @@
1
  {
2
  "option": "A",
3
- "trained_at": "2026-04-13T23:24:14.528000",
4
- "elapsed_sec": 160.1,
5
  "n_params": 129616,
6
  "n_assets": 8,
7
  "tickers": [
@@ -19,12 +19,12 @@
19
  "n_macro_feats": 19,
20
  "lookback": 60,
21
  "loss_fn": "sharpe",
22
- "best_val_loss": -1.069249,
23
- "best_val_sharpe": 0.5484,
24
- "best_val_ann_return": 0.0841,
25
- "test_loss": -1.58469,
26
- "test_sharpe": 1.4225,
27
- "test_ann_return": 0.142,
28
  "splits": {
29
  "n_train": 3175,
30
  "n_val": 680,
@@ -36,120 +36,100 @@
36
  },
37
  "history": {
38
  "train_loss": [
39
- -0.906469,
40
- -1.403307,
41
- -1.561113,
42
- -1.84473,
43
- -1.948882,
44
- -2.095448,
45
- -2.275844,
46
- -2.413046,
47
- -2.426762,
48
- -2.553124,
49
- -2.727207,
50
- -2.800418,
51
- -2.86989,
52
- -2.816808,
53
- -2.658524,
54
- -3.262399,
55
- -3.027491,
56
- -3.371269,
57
- -3.220118,
58
- -3.899221,
59
- -3.985789,
60
- -4.136495,
61
- -4.09372,
62
- -4.284491,
63
- -4.35884,
64
- -4.554233,
65
- -4.744357
66
  ],
67
  "val_loss": [
68
- -0.211086,
69
- -0.111971,
70
- -0.405806,
71
- -0.607853,
72
- -0.872597,
73
- -0.578248,
74
- -0.754664,
75
- -0.878143,
76
- -0.891007,
77
- -0.500473,
78
- -0.22425,
79
- -1.069249,
80
- -0.765973,
81
- -0.810813,
82
- -0.450203,
83
- -0.512224,
84
- -0.621253,
85
- -0.181917,
86
- -0.509086,
87
- -0.484159,
88
- -0.634632,
89
- -0.708284,
90
- -0.809717,
91
- -0.84924,
92
- -0.832638,
93
- -0.644122,
94
- -0.900272
95
  ],
96
  "val_sharpe": [
97
- -0.0817,
98
- -0.1795,
99
- 0.0054,
100
- 0.0746,
101
- 0.2,
102
- 0.0721,
103
- 0.221,
104
- 0.4625,
105
- 0.4242,
106
- 0.0932,
107
- 0.0097,
108
- 0.5484,
109
- 0.3973,
110
- 0.4522,
111
- 0.031,
112
- 0.1228,
113
- 0.1526,
114
- -0.0088,
115
- -0.0035,
116
- 0.004,
117
- 0.1432,
118
- 0.1605,
119
- 0.2724,
120
- 0.2863,
121
- 0.3207,
122
- 0.1685,
123
- 0.4316
124
  ],
125
  "val_ann_return": [
126
- -0.0076,
127
- -0.0164,
128
- 0.0005,
129
- 0.0082,
130
- 0.0259,
131
- 0.0086,
132
- 0.0291,
133
- 0.0671,
134
- 0.0591,
135
- 0.0111,
136
- 0.0011,
137
- 0.0841,
138
- 0.0606,
139
- 0.0672,
140
- 0.0038,
141
- 0.0165,
142
- 0.0223,
143
- -0.0011,
144
- -0.0005,
145
- 0.0006,
146
- 0.0198,
147
- 0.023,
148
- 0.0383,
149
- 0.0428,
150
- 0.0476,
151
- 0.0238,
152
- 0.0644
153
  ]
154
  },
155
  "config": {
 
1
  {
2
  "option": "A",
3
+ "trained_at": "2026-04-14T23:26:12.132200",
4
+ "elapsed_sec": 150.3,
5
  "n_params": 129616,
6
  "n_assets": 8,
7
  "tickers": [
 
19
  "n_macro_feats": 19,
20
  "lookback": 60,
21
  "loss_fn": "sharpe",
22
+ "best_val_loss": -1.010376,
23
+ "best_val_sharpe": 0.811,
24
+ "best_val_ann_return": 0.1333,
25
+ "test_loss": -1.693625,
26
+ "test_sharpe": 1.6349,
27
+ "test_ann_return": 0.3115,
28
  "splits": {
29
  "n_train": 3175,
30
  "n_val": 680,
 
36
  },
37
  "history": {
38
  "train_loss": [
39
+ -0.930648,
40
+ -1.373626,
41
+ -1.513425,
42
+ -1.689752,
43
+ -1.936578,
44
+ -2.147305,
45
+ -2.338644,
46
+ -2.340786,
47
+ -2.547234,
48
+ -2.538686,
49
+ -2.541628,
50
+ -2.714908,
51
+ -3.077961,
52
+ -3.193339,
53
+ -3.206195,
54
+ -3.495195,
55
+ -3.57324,
56
+ -3.786491,
57
+ -3.944974,
58
+ -3.972426,
59
+ -4.234463,
60
+ -4.213358
 
 
 
 
 
61
  ],
62
  "val_loss": [
63
+ -0.185194,
64
+ -0.186608,
65
+ -0.182888,
66
+ -0.225711,
67
+ -0.329115,
68
+ -0.62717,
69
+ -1.010376,
70
+ -0.72843,
71
+ -0.26763,
72
+ -0.430043,
73
+ -0.456371,
74
+ -0.634968,
75
+ -0.399524,
76
+ -0.536157,
77
+ -0.614482,
78
+ -0.576485,
79
+ -0.548924,
80
+ -0.749101,
81
+ -0.651727,
82
+ -0.496392,
83
+ -0.564753,
84
+ -0.442155
 
 
 
 
 
85
  ],
86
  "val_sharpe": [
87
+ -0.0897,
88
+ -0.1257,
89
+ -0.1219,
90
+ -0.0581,
91
+ -0.0039,
92
+ 0.0781,
93
+ 0.811,
94
+ 0.2059,
95
+ 0.0573,
96
+ 0.1819,
97
+ 0.2607,
98
+ 0.2382,
99
+ 0.1217,
100
+ 0.1788,
101
+ 0.1915,
102
+ 0.1423,
103
+ 0.1434,
104
+ 0.2998,
105
+ 0.1948,
106
+ 0.0955,
107
+ 0.1148,
108
+ 0.0445
 
 
 
 
 
109
  ],
110
  "val_ann_return": [
111
+ -0.0083,
112
+ -0.0119,
113
+ -0.0112,
114
+ -0.0055,
115
+ -0.0004,
116
+ 0.0091,
117
+ 0.1333,
118
+ 0.0232,
119
+ 0.0059,
120
+ 0.0189,
121
+ 0.0256,
122
+ 0.0269,
123
+ 0.0133,
124
+ 0.0204,
125
+ 0.0227,
126
+ 0.0174,
127
+ 0.0172,
128
+ 0.0393,
129
+ 0.0245,
130
+ 0.0114,
131
+ 0.0143,
132
+ 0.0055
 
 
 
 
 
133
  ]
134
  },
135
  "config": {
models/meta_optionA_window.json CHANGED
@@ -1,14 +1,14 @@
1
  {
2
  "option": "A",
3
- "trained_at": "2026-04-13T23:56:05.128190",
4
- "elapsed_sec": 1600.8,
5
  "n_windows": 8,
6
- "winning_window": 8,
7
- "winning_train_start": "2022-01-01",
8
  "winning_train_end": "2024-12-31",
9
  "winning_loss": "sharpe",
10
- "oos_ann_return": 0.3733,
11
- "oos_sharpe": 2.6979,
12
  "all_windows": [
13
  {
14
  "window_id": 1,
@@ -18,8 +18,8 @@
18
  "loss_fn": "evar",
19
  "n_train": 4218,
20
  "n_oos": 319,
21
- "oos_ann_return": 0.0729,
22
- "oos_sharpe": 1.4561,
23
  "model_path": "models/deepm_optionA_w1_evar.pt"
24
  },
25
  {
@@ -30,8 +30,8 @@
30
  "loss_fn": "sharpe",
31
  "n_train": 4218,
32
  "n_oos": 319,
33
- "oos_ann_return": 0.2622,
34
- "oos_sharpe": 2.2268,
35
  "model_path": "models/deepm_optionA_w1_sharpe.pt"
36
  },
37
  {
@@ -42,8 +42,8 @@
42
  "loss_fn": "evar",
43
  "n_train": 3774,
44
  "n_oos": 319,
45
- "oos_ann_return": 0.0729,
46
- "oos_sharpe": 1.4561,
47
  "model_path": "models/deepm_optionA_w2_evar.pt"
48
  },
49
  {
@@ -54,8 +54,8 @@
54
  "loss_fn": "sharpe",
55
  "n_train": 3774,
56
  "n_oos": 319,
57
- "oos_ann_return": 0.2959,
58
- "oos_sharpe": 2.7575,
59
  "model_path": "models/deepm_optionA_w2_sharpe.pt"
60
  },
61
  {
@@ -66,8 +66,8 @@
66
  "loss_fn": "evar",
67
  "n_train": 3270,
68
  "n_oos": 319,
69
- "oos_ann_return": 0.08,
70
- "oos_sharpe": 1.7896,
71
  "model_path": "models/deepm_optionA_w3_evar.pt"
72
  },
73
  {
@@ -78,8 +78,8 @@
78
  "loss_fn": "sharpe",
79
  "n_train": 3270,
80
  "n_oos": 319,
81
- "oos_ann_return": 0.2668,
82
- "oos_sharpe": 1.9725,
83
  "model_path": "models/deepm_optionA_w3_sharpe.pt"
84
  },
85
  {
@@ -90,8 +90,8 @@
90
  "loss_fn": "evar",
91
  "n_train": 2768,
92
  "n_oos": 319,
93
- "oos_ann_return": 0.0925,
94
- "oos_sharpe": 1.9426,
95
  "model_path": "models/deepm_optionA_w4_evar.pt"
96
  },
97
  {
@@ -102,8 +102,8 @@
102
  "loss_fn": "sharpe",
103
  "n_train": 2768,
104
  "n_oos": 319,
105
- "oos_ann_return": 0.1807,
106
- "oos_sharpe": 1.2598,
107
  "model_path": "models/deepm_optionA_w4_sharpe.pt"
108
  },
109
  {
@@ -114,8 +114,8 @@
114
  "loss_fn": "evar",
115
  "n_train": 2264,
116
  "n_oos": 319,
117
- "oos_ann_return": 0.0758,
118
- "oos_sharpe": 1.742,
119
  "model_path": "models/deepm_optionA_w5_evar.pt"
120
  },
121
  {
@@ -126,8 +126,8 @@
126
  "loss_fn": "sharpe",
127
  "n_train": 2264,
128
  "n_oos": 319,
129
- "oos_ann_return": 0.2445,
130
- "oos_sharpe": 1.886,
131
  "model_path": "models/deepm_optionA_w5_sharpe.pt"
132
  },
133
  {
@@ -138,8 +138,8 @@
138
  "loss_fn": "evar",
139
  "n_train": 1761,
140
  "n_oos": 319,
141
- "oos_ann_return": 0.0791,
142
- "oos_sharpe": 1.6157,
143
  "model_path": "models/deepm_optionA_w6_evar.pt"
144
  },
145
  {
@@ -150,8 +150,8 @@
150
  "loss_fn": "sharpe",
151
  "n_train": 1761,
152
  "n_oos": 319,
153
- "oos_ann_return": 0.3003,
154
- "oos_sharpe": 2.6791,
155
  "model_path": "models/deepm_optionA_w6_sharpe.pt"
156
  },
157
  {
@@ -162,8 +162,8 @@
162
  "loss_fn": "evar",
163
  "n_train": 1258,
164
  "n_oos": 319,
165
- "oos_ann_return": 0.1086,
166
- "oos_sharpe": 1.8001,
167
  "model_path": "models/deepm_optionA_w7_evar.pt"
168
  },
169
  {
@@ -174,8 +174,8 @@
174
  "loss_fn": "sharpe",
175
  "n_train": 1258,
176
  "n_oos": 319,
177
- "oos_ann_return": 0.2972,
178
- "oos_sharpe": 2.2826,
179
  "model_path": "models/deepm_optionA_w7_sharpe.pt"
180
  },
181
  {
@@ -186,8 +186,8 @@
186
  "loss_fn": "evar",
187
  "n_train": 753,
188
  "n_oos": 319,
189
- "oos_ann_return": 0.1942,
190
- "oos_sharpe": 2.0391,
191
  "model_path": "models/deepm_optionA_w8_evar.pt"
192
  },
193
  {
@@ -198,8 +198,8 @@
198
  "loss_fn": "sharpe",
199
  "n_train": 753,
200
  "n_oos": 319,
201
- "oos_ann_return": 0.3733,
202
- "oos_sharpe": 2.6979,
203
  "model_path": "models/deepm_optionA_w8_sharpe.pt"
204
  }
205
  ],
 
1
  {
2
  "option": "A",
3
+ "trained_at": "2026-04-15T00:09:26.514992",
4
+ "elapsed_sec": 1734.3,
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": 0.5135,
11
+ "oos_sharpe": 2.0793,
12
  "all_windows": [
13
  {
14
  "window_id": 1,
 
18
  "loss_fn": "evar",
19
  "n_train": 4218,
20
  "n_oos": 319,
21
+ "oos_ann_return": 0.0737,
22
+ "oos_sharpe": 1.4748,
23
  "model_path": "models/deepm_optionA_w1_evar.pt"
24
  },
25
  {
 
30
  "loss_fn": "sharpe",
31
  "n_train": 4218,
32
  "n_oos": 319,
33
+ "oos_ann_return": 0.2705,
34
+ "oos_sharpe": 2.3911,
35
  "model_path": "models/deepm_optionA_w1_sharpe.pt"
36
  },
37
  {
 
42
  "loss_fn": "evar",
43
  "n_train": 3774,
44
  "n_oos": 319,
45
+ "oos_ann_return": 0.0904,
46
+ "oos_sharpe": 1.9311,
47
  "model_path": "models/deepm_optionA_w2_evar.pt"
48
  },
49
  {
 
54
  "loss_fn": "sharpe",
55
  "n_train": 3774,
56
  "n_oos": 319,
57
+ "oos_ann_return": 0.5135,
58
+ "oos_sharpe": 2.0793,
59
  "model_path": "models/deepm_optionA_w2_sharpe.pt"
60
  },
61
  {
 
66
  "loss_fn": "evar",
67
  "n_train": 3270,
68
  "n_oos": 319,
69
+ "oos_ann_return": 0.0908,
70
+ "oos_sharpe": 1.9206,
71
  "model_path": "models/deepm_optionA_w3_evar.pt"
72
  },
73
  {
 
78
  "loss_fn": "sharpe",
79
  "n_train": 3270,
80
  "n_oos": 319,
81
+ "oos_ann_return": 0.1712,
82
+ "oos_sharpe": 1.8948,
83
  "model_path": "models/deepm_optionA_w3_sharpe.pt"
84
  },
85
  {
 
90
  "loss_fn": "evar",
91
  "n_train": 2768,
92
  "n_oos": 319,
93
+ "oos_ann_return": 0.0823,
94
+ "oos_sharpe": 1.6722,
95
  "model_path": "models/deepm_optionA_w4_evar.pt"
96
  },
97
  {
 
102
  "loss_fn": "sharpe",
103
  "n_train": 2768,
104
  "n_oos": 319,
105
+ "oos_ann_return": 0.2193,
106
+ "oos_sharpe": 1.7613,
107
  "model_path": "models/deepm_optionA_w4_sharpe.pt"
108
  },
109
  {
 
114
  "loss_fn": "evar",
115
  "n_train": 2264,
116
  "n_oos": 319,
117
+ "oos_ann_return": 0.0812,
118
+ "oos_sharpe": 1.8824,
119
  "model_path": "models/deepm_optionA_w5_evar.pt"
120
  },
121
  {
 
126
  "loss_fn": "sharpe",
127
  "n_train": 2264,
128
  "n_oos": 319,
129
+ "oos_ann_return": 0.1882,
130
+ "oos_sharpe": 1.991,
131
  "model_path": "models/deepm_optionA_w5_sharpe.pt"
132
  },
133
  {
 
138
  "loss_fn": "evar",
139
  "n_train": 1761,
140
  "n_oos": 319,
141
+ "oos_ann_return": 0.0851,
142
+ "oos_sharpe": 1.7751,
143
  "model_path": "models/deepm_optionA_w6_evar.pt"
144
  },
145
  {
 
150
  "loss_fn": "sharpe",
151
  "n_train": 1761,
152
  "n_oos": 319,
153
+ "oos_ann_return": 0.2783,
154
+ "oos_sharpe": 2.6018,
155
  "model_path": "models/deepm_optionA_w6_sharpe.pt"
156
  },
157
  {
 
162
  "loss_fn": "evar",
163
  "n_train": 1258,
164
  "n_oos": 319,
165
+ "oos_ann_return": 0.1221,
166
+ "oos_sharpe": 1.9084,
167
  "model_path": "models/deepm_optionA_w7_evar.pt"
168
  },
169
  {
 
174
  "loss_fn": "sharpe",
175
  "n_train": 1258,
176
  "n_oos": 319,
177
+ "oos_ann_return": 0.3383,
178
+ "oos_sharpe": 2.8951,
179
  "model_path": "models/deepm_optionA_w7_sharpe.pt"
180
  },
181
  {
 
186
  "loss_fn": "evar",
187
  "n_train": 753,
188
  "n_oos": 319,
189
+ "oos_ann_return": 0.1775,
190
+ "oos_sharpe": 2.0666,
191
  "model_path": "models/deepm_optionA_w8_evar.pt"
192
  },
193
  {
 
198
  "loss_fn": "sharpe",
199
  "n_train": 753,
200
  "n_oos": 319,
201
+ "oos_ann_return": 0.3026,
202
+ "oos_sharpe": 2.3208,
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": "2026-04-13T23:29:22.062119",
4
- "elapsed_sec": 152.7,
5
- "n_params": 130396,
6
- "n_assets": 14,
7
  "tickers": [
8
  "SPY",
9
  "QQQ",
@@ -18,6 +18,7 @@
18
  "GDX",
19
  "XLB",
20
  "XLRE",
 
21
  "XME"
22
  ],
23
  "include_cash": false,
@@ -25,12 +26,12 @@
25
  "n_macro_feats": 19,
26
  "lookback": 60,
27
  "loss_fn": "sharpe",
28
- "best_val_loss": -1.469101,
29
- "best_val_sharpe": 0.7987,
30
- "best_val_ann_return": 0.1368,
31
- "test_loss": -1.391623,
32
- "test_sharpe": 1.1843,
33
- "test_ann_return": 0.1627,
34
  "splits": {
35
  "n_train": 3175,
36
  "n_val": 680,
@@ -42,76 +43,76 @@
42
  },
43
  "history": {
44
  "train_loss": [
45
- -0.97938,
46
- -1.280368,
47
- -1.234697,
48
- -1.287116,
49
- -1.397762,
50
- -1.511971,
51
- -1.547822,
52
- -1.531228,
53
- -1.679157,
54
- -1.843937,
55
- -1.8411,
56
- -1.858877,
57
- -1.855938,
58
- -1.946847,
59
- -2.125577,
60
- -2.110879
61
  ],
62
  "val_loss": [
63
- -1.469101,
64
- -1.301853,
65
- -1.249808,
66
- -1.255135,
67
- -1.286243,
68
- -1.07156,
69
- -1.012361,
70
- -0.792772,
71
- -0.797397,
72
- -0.826081,
73
- -0.660521,
74
- -0.633777,
75
- -0.548114,
76
- -0.558049,
77
- -0.646285,
78
- -0.680029
79
  ],
80
  "val_sharpe": [
81
- 0.7987,
 
82
  0.5886,
83
- 0.5323,
84
- 0.5305,
85
- 0.4967,
86
- 0.1065,
87
- 0.4001,
88
- 0.0063,
89
- 0.1155,
90
- 0.1033,
91
- 0.0419,
92
- 0.1708,
93
- 0.0217,
94
- -0.0431,
95
- 0.1456,
96
- 0.0937
97
  ],
98
  "val_ann_return": [
99
- 0.1368,
100
- 0.1143,
101
- 0.1247,
102
- 0.1208,
103
- 0.0982,
104
- 0.0208,
105
- 0.0708,
106
- 0.0013,
107
- 0.023,
108
- 0.0221,
109
- 0.0087,
110
- 0.0353,
111
- 0.0045,
112
- -0.0092,
113
- 0.0296,
114
- 0.02
115
  ]
116
  },
117
  "config": {
@@ -125,6 +126,5 @@
125
  "max_epochs": 150,
126
  "patience": 15,
127
  "evar_beta": 0.95
128
- },
129
- "winning_loss": "sharpe"
130
  }
 
1
  {
2
  "option": "B",
3
+ "trained_at": "2026-04-14T23:40:29.808713",
4
+ "elapsed_sec": 193.9,
5
+ "n_params": 130526,
6
+ "n_assets": 15,
7
  "tickers": [
8
  "SPY",
9
  "QQQ",
 
18
  "GDX",
19
  "XLB",
20
  "XLRE",
21
+ "IWM",
22
  "XME"
23
  ],
24
  "include_cash": false,
 
26
  "n_macro_feats": 19,
27
  "lookback": 60,
28
  "loss_fn": "sharpe",
29
+ "best_val_loss": -1.452413,
30
+ "best_val_sharpe": 0.8058,
31
+ "best_val_ann_return": 0.138,
32
+ "test_loss": -1.403048,
33
+ "test_sharpe": 1.1924,
34
+ "test_ann_return": 0.165,
35
  "splits": {
36
  "n_train": 3175,
37
  "n_val": 680,
 
43
  },
44
  "history": {
45
  "train_loss": [
46
+ -0.999065,
47
+ -1.266958,
48
+ -1.304076,
49
+ -1.382967,
50
+ -1.437142,
51
+ -1.400866,
52
+ -1.54973,
53
+ -1.562012,
54
+ -1.541191,
55
+ -1.751678,
56
+ -1.759612,
57
+ -1.968604,
58
+ -1.866381,
59
+ -1.966323,
60
+ -1.945965,
61
+ -2.060494
62
  ],
63
  "val_loss": [
64
+ -1.452413,
65
+ -1.359615,
66
+ -1.35736,
67
+ -1.142196,
68
+ -1.111618,
69
+ -0.579296,
70
+ -0.933256,
71
+ -0.842295,
72
+ -0.901703,
73
+ -0.818976,
74
+ -0.797005,
75
+ -0.846359,
76
+ -0.886702,
77
+ -0.82552,
78
+ -0.924907,
79
+ -0.930428
80
  ],
81
  "val_sharpe": [
82
+ 0.8058,
83
+ 0.6016,
84
  0.5886,
85
+ 0.2976,
86
+ 0.4076,
87
+ 0.1483,
88
+ 0.0931,
89
+ 0.0661,
90
+ 0.1835,
91
+ 0.2036,
92
+ 0.1837,
93
+ 0.2352,
94
+ 0.1804,
95
+ 0.0396,
96
+ 0.2226,
97
+ 0.0377
 
98
  ],
99
  "val_ann_return": [
100
+ 0.138,
101
+ 0.1059,
102
+ 0.1089,
103
+ 0.0546,
104
+ 0.0785,
105
+ 0.0412,
106
+ 0.02,
107
+ 0.0148,
108
+ 0.0444,
109
+ 0.0514,
110
+ 0.0464,
111
+ 0.0582,
112
+ 0.044,
113
+ 0.0093,
114
+ 0.0552,
115
+ 0.0087
116
  ]
117
  },
118
  "config": {
 
126
  "max_epochs": 150,
127
  "patience": 15,
128
  "evar_beta": 0.95
129
+ }
 
130
  }
models/meta_optionB_window.json CHANGED
@@ -1,14 +1,14 @@
1
  {
2
  "option": "B",
3
- "trained_at": "2026-04-14T00:47:59.357482",
4
- "elapsed_sec": 3114.2,
5
  "n_windows": 8,
6
- "winning_window": 6,
7
- "winning_train_start": "2018-01-01",
8
  "winning_train_end": "2024-12-31",
9
  "winning_loss": "sharpe",
10
- "oos_ann_return": 0.5674,
11
- "oos_sharpe": 2.7635,
12
  "all_windows": [
13
  {
14
  "window_id": 1,
@@ -30,8 +30,8 @@
30
  "loss_fn": "sharpe",
31
  "n_train": 4218,
32
  "n_oos": 319,
33
- "oos_ann_return": 0.1995,
34
- "oos_sharpe": 1.2728,
35
  "model_path": "models/deepm_optionB_w1_sharpe.pt"
36
  },
37
  {
@@ -42,8 +42,8 @@
42
  "loss_fn": "evar",
43
  "n_train": 3774,
44
  "n_oos": 319,
45
- "oos_ann_return": 0.2333,
46
- "oos_sharpe": 1.4973,
47
  "model_path": "models/deepm_optionB_w2_evar.pt"
48
  },
49
  {
@@ -54,8 +54,8 @@
54
  "loss_fn": "sharpe",
55
  "n_train": 3774,
56
  "n_oos": 319,
57
- "oos_ann_return": 0.5267,
58
- "oos_sharpe": 2.0937,
59
  "model_path": "models/deepm_optionB_w2_sharpe.pt"
60
  },
61
  {
@@ -66,8 +66,8 @@
66
  "loss_fn": "evar",
67
  "n_train": 3270,
68
  "n_oos": 319,
69
- "oos_ann_return": 0.1469,
70
- "oos_sharpe": 1.17,
71
  "model_path": "models/deepm_optionB_w3_evar.pt"
72
  },
73
  {
@@ -78,8 +78,8 @@
78
  "loss_fn": "sharpe",
79
  "n_train": 3270,
80
  "n_oos": 319,
81
- "oos_ann_return": 0.3173,
82
- "oos_sharpe": 1.642,
83
  "model_path": "models/deepm_optionB_w3_sharpe.pt"
84
  },
85
  {
@@ -90,8 +90,8 @@
90
  "loss_fn": "evar",
91
  "n_train": 2768,
92
  "n_oos": 319,
93
- "oos_ann_return": 0.1772,
94
- "oos_sharpe": 1.2112,
95
  "model_path": "models/deepm_optionB_w4_evar.pt"
96
  },
97
  {
@@ -102,8 +102,8 @@
102
  "loss_fn": "sharpe",
103
  "n_train": 2768,
104
  "n_oos": 319,
105
- "oos_ann_return": 0.3237,
106
- "oos_sharpe": 1.5928,
107
  "model_path": "models/deepm_optionB_w4_sharpe.pt"
108
  },
109
  {
@@ -114,8 +114,8 @@
114
  "loss_fn": "evar",
115
  "n_train": 2264,
116
  "n_oos": 319,
117
- "oos_ann_return": 0.1596,
118
- "oos_sharpe": 1.2626,
119
  "model_path": "models/deepm_optionB_w5_evar.pt"
120
  },
121
  {
@@ -126,8 +126,8 @@
126
  "loss_fn": "sharpe",
127
  "n_train": 2264,
128
  "n_oos": 319,
129
- "oos_ann_return": 0.2199,
130
- "oos_sharpe": 1.3751,
131
  "model_path": "models/deepm_optionB_w5_sharpe.pt"
132
  },
133
  {
@@ -138,8 +138,8 @@
138
  "loss_fn": "evar",
139
  "n_train": 1761,
140
  "n_oos": 319,
141
- "oos_ann_return": 0.1979,
142
- "oos_sharpe": 1.442,
143
  "model_path": "models/deepm_optionB_w6_evar.pt"
144
  },
145
  {
@@ -150,8 +150,8 @@
150
  "loss_fn": "sharpe",
151
  "n_train": 1761,
152
  "n_oos": 319,
153
- "oos_ann_return": 0.5674,
154
- "oos_sharpe": 2.7635,
155
  "model_path": "models/deepm_optionB_w6_sharpe.pt"
156
  },
157
  {
@@ -162,8 +162,8 @@
162
  "loss_fn": "evar",
163
  "n_train": 1258,
164
  "n_oos": 319,
165
- "oos_ann_return": 0.2242,
166
- "oos_sharpe": 1.4804,
167
  "model_path": "models/deepm_optionB_w7_evar.pt"
168
  },
169
  {
@@ -174,8 +174,8 @@
174
  "loss_fn": "sharpe",
175
  "n_train": 1258,
176
  "n_oos": 319,
177
- "oos_ann_return": 0.3501,
178
- "oos_sharpe": 1.8006,
179
  "model_path": "models/deepm_optionB_w7_sharpe.pt"
180
  },
181
  {
@@ -186,8 +186,8 @@
186
  "loss_fn": "evar",
187
  "n_train": 753,
188
  "n_oos": 319,
189
- "oos_ann_return": 0.2239,
190
- "oos_sharpe": 1.4634,
191
  "model_path": "models/deepm_optionB_w8_evar.pt"
192
  },
193
  {
@@ -198,12 +198,12 @@
198
  "loss_fn": "sharpe",
199
  "n_train": 753,
200
  "n_oos": 319,
201
- "oos_ann_return": 0.2839,
202
- "oos_sharpe": 1.3999,
203
  "model_path": "models/deepm_optionB_w8_sharpe.pt"
204
  }
205
  ],
206
- "n_assets": 14,
207
  "tickers": [
208
  "SPY",
209
  "QQQ",
@@ -218,6 +218,7 @@
218
  "GDX",
219
  "XLB",
220
  "XLRE",
 
221
  "XME"
222
  ],
223
  "include_cash": false,
 
1
  {
2
  "option": "B",
3
+ "trained_at": "2026-04-15T01:05:58.465327",
4
+ "elapsed_sec": 3391.9,
5
  "n_windows": 8,
6
+ "winning_window": 3,
7
+ "winning_train_start": "2012-01-01",
8
  "winning_train_end": "2024-12-31",
9
  "winning_loss": "sharpe",
10
+ "oos_ann_return": 0.4473,
11
+ "oos_sharpe": 2.0054,
12
  "all_windows": [
13
  {
14
  "window_id": 1,
 
30
  "loss_fn": "sharpe",
31
  "n_train": 4218,
32
  "n_oos": 319,
33
+ "oos_ann_return": 0.1931,
34
+ "oos_sharpe": 1.2063,
35
  "model_path": "models/deepm_optionB_w1_sharpe.pt"
36
  },
37
  {
 
42
  "loss_fn": "evar",
43
  "n_train": 3774,
44
  "n_oos": 319,
45
+ "oos_ann_return": 0.2003,
46
+ "oos_sharpe": 1.3903,
47
  "model_path": "models/deepm_optionB_w2_evar.pt"
48
  },
49
  {
 
54
  "loss_fn": "sharpe",
55
  "n_train": 3774,
56
  "n_oos": 319,
57
+ "oos_ann_return": 0.3148,
58
+ "oos_sharpe": 1.679,
59
  "model_path": "models/deepm_optionB_w2_sharpe.pt"
60
  },
61
  {
 
66
  "loss_fn": "evar",
67
  "n_train": 3270,
68
  "n_oos": 319,
69
+ "oos_ann_return": 0.1672,
70
+ "oos_sharpe": 1.3129,
71
  "model_path": "models/deepm_optionB_w3_evar.pt"
72
  },
73
  {
 
78
  "loss_fn": "sharpe",
79
  "n_train": 3270,
80
  "n_oos": 319,
81
+ "oos_ann_return": 0.4473,
82
+ "oos_sharpe": 2.0054,
83
  "model_path": "models/deepm_optionB_w3_sharpe.pt"
84
  },
85
  {
 
90
  "loss_fn": "evar",
91
  "n_train": 2768,
92
  "n_oos": 319,
93
+ "oos_ann_return": 0.1633,
94
+ "oos_sharpe": 1.2587,
95
  "model_path": "models/deepm_optionB_w4_evar.pt"
96
  },
97
  {
 
102
  "loss_fn": "sharpe",
103
  "n_train": 2768,
104
  "n_oos": 319,
105
+ "oos_ann_return": 0.3028,
106
+ "oos_sharpe": 1.3019,
107
  "model_path": "models/deepm_optionB_w4_sharpe.pt"
108
  },
109
  {
 
114
  "loss_fn": "evar",
115
  "n_train": 2264,
116
  "n_oos": 319,
117
+ "oos_ann_return": 0.1633,
118
+ "oos_sharpe": 1.152,
119
  "model_path": "models/deepm_optionB_w5_evar.pt"
120
  },
121
  {
 
126
  "loss_fn": "sharpe",
127
  "n_train": 2264,
128
  "n_oos": 319,
129
+ "oos_ann_return": 0.3018,
130
+ "oos_sharpe": 1.3901,
131
  "model_path": "models/deepm_optionB_w5_sharpe.pt"
132
  },
133
  {
 
138
  "loss_fn": "evar",
139
  "n_train": 1761,
140
  "n_oos": 319,
141
+ "oos_ann_return": 0.1549,
142
+ "oos_sharpe": 1.2542,
143
  "model_path": "models/deepm_optionB_w6_evar.pt"
144
  },
145
  {
 
150
  "loss_fn": "sharpe",
151
  "n_train": 1761,
152
  "n_oos": 319,
153
+ "oos_ann_return": 0.2203,
154
+ "oos_sharpe": 1.3809,
155
  "model_path": "models/deepm_optionB_w6_sharpe.pt"
156
  },
157
  {
 
162
  "loss_fn": "evar",
163
  "n_train": 1258,
164
  "n_oos": 319,
165
+ "oos_ann_return": 0.1787,
166
+ "oos_sharpe": 1.2609,
167
  "model_path": "models/deepm_optionB_w7_evar.pt"
168
  },
169
  {
 
174
  "loss_fn": "sharpe",
175
  "n_train": 1258,
176
  "n_oos": 319,
177
+ "oos_ann_return": 0.317,
178
+ "oos_sharpe": 1.3995,
179
  "model_path": "models/deepm_optionB_w7_sharpe.pt"
180
  },
181
  {
 
186
  "loss_fn": "evar",
187
  "n_train": 753,
188
  "n_oos": 319,
189
+ "oos_ann_return": 0.2183,
190
+ "oos_sharpe": 1.4112,
191
  "model_path": "models/deepm_optionB_w8_evar.pt"
192
  },
193
  {
 
198
  "loss_fn": "sharpe",
199
  "n_train": 753,
200
  "n_oos": 319,
201
+ "oos_ann_return": 0.2457,
202
+ "oos_sharpe": 1.5026,
203
  "model_path": "models/deepm_optionB_w8_sharpe.pt"
204
  }
205
  ],
206
+ "n_assets": 15,
207
  "tickers": [
208
  "SPY",
209
  "QQQ",
 
218
  "GDX",
219
  "XLB",
220
  "XLRE",
221
+ "IWM",
222
  "XME"
223
  ],
224
  "include_cash": false,
models/scaler_optionA.pkl CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:3145fa5a85cce37d4aba5608ebf741bba1533cd96c6964028a28dff17cb1832e
3
  size 941
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a8cda782e0cba9205a732c44b906485f5443e298cc4e5cc5fa908e2e17da1a48
3
  size 941
models/scaler_optionA_window.pkl CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:92e0e5be70ea962beedec325666bbbb940b4513a56991f2cf9beba33f915f294
3
  size 941
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:35fe30404ae48aab7ea162ca6aa0380b72f63df00ec5587851ada2262dfe6ff1
3
  size 941
models/scaler_optionB.pkl CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:f8d445de987e9ca067d3f39e942e49150d50bf81f9cd1d3c67187786554bb089
3
  size 941
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:04ff91743a33d2af9ecb913fc411048b00aec14853ca707dc6f083c7c9bd1f8c
3
  size 941
models/scaler_optionB_window.pkl CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:5e75169d360cc2b107bf5ef66e2f7d75a58bcd99e2d7b99ec926b6842835a4dc
3
  size 941
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:64fd3184105e74dad2db98ddbf8c1cef4a6d1c3a6a05c04bdddf807d1ec46121
3
  size 941