Add folds 2-5 training checkpoints (1 new versions)

SHA-256 verified original checkpoints, provenance and restore aliases; existing archive retained.

checkpoint_index.json

@@ -6986,6 +6986,31 @@
       "path": "checkpoints/date-dropout/run-e96b9a2634/fold-5/last-df8b04e6b9.pt",
       "bytes": 4261120,
       "sha256": "df8b04e6b96d5ea4082c5b0f39cbee164c8ab007977a89191a02da2df50d66bd",
+      "restore_paths": [],
+      "checkpoint": true,
+      "method": "date-dropout",
+      "run": "run-e96b9a2634",
+      "fold": 5,
+      "seed": 1,
+      "original_path": "results/distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/last.pt",
+      "locations": [
+        {
+          "source": "server",
+          "path": "results_distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/last.pt"
+        }
+      ],
+      "provenance": {
+        "repository": "ldmberman/pse-tae",
+        "source_commit": "78fe047b7aa807421e43b3fe1dc4d965814b10a7",
+        "pod_id": "2mhh77m1o5q4sh",
+        "resumed_from_published_archive": false
+      },
+      "epoch": 10
+    },
+    {
+      "path": "checkpoints/date-dropout/run-e96b9a2634/fold-5/last-289a619b7d.pt",
+      "bytes": 4262784,
+      "sha256": "289a619b7d414480256dd311d16d73efebcaf6b7e71764bc9b4edaf8ac57a0a9",
       "restore_paths": [
         "results/distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/last.pt",
         "results_distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/last.pt"
@@ -7008,7 +7033,7 @@
         "pod_id": "2mhh77m1o5q4sh",
         "resumed_from_published_archive": false
       },
-      "epoch": 10
+      "epoch": 11
     }
   ],
   "alias_conflicts": [
@@ -7102,8 +7127,9 @@
     },
     {
       "path": "results/distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/last.pt",
-      "selected_sha256": "df8b04e6b96d5ea4082c5b0f39cbee164c8ab007977a89191a02da2df50d66bd",
+      "selected_sha256": "289a619b7d414480256dd311d16d73efebcaf6b7e71764bc9b4edaf8ac57a0a9",
       "alternatives": [
+        "289a619b7d414480256dd311d16d73efebcaf6b7e71764bc9b4edaf8ac57a0a9",
         "606139235d2fb49b6da09a61c673a9b3dee9505808c6f2c757425ecdc9bd45ed",
         "6483681fce975c6dcbbe0a955f480cdbbb5ababd1adae159d3df5a928d95c46a",
         "6ba97343732fc6e4959b70ace0f5f02b992e1085f9c2eb4d3e9b523586b9c10d",
@@ -7116,8 +7142,9 @@
     },
     {
       "path": "results_distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/last.pt",
-      "selected_sha256": "df8b04e6b96d5ea4082c5b0f39cbee164c8ab007977a89191a02da2df50d66bd",
+      "selected_sha256": "289a619b7d414480256dd311d16d73efebcaf6b7e71764bc9b4edaf8ac57a0a9",
       "alternatives": [
+        "289a619b7d414480256dd311d16d73efebcaf6b7e71764bc9b4edaf8ac57a0a9",
         "606139235d2fb49b6da09a61c673a9b3dee9505808c6f2c757425ecdc9bd45ed",
         "6483681fce975c6dcbbe0a955f480cdbbb5ababd1adae159d3df5a928d95c46a",
         "6ba97343732fc6e4959b70ace0f5f02b992e1085f9c2eb4d3e9b523586b9c10d",

checkpoints/date-dropout/run-e96b9a2634/fold-5/last-289a619b7d.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:289a619b7d414480256dd311d16d73efebcaf6b7e71764bc9b4edaf8ac57a0a9
+size 4262784

manifest.json

@@ -14093,6 +14093,31 @@
       "path": "checkpoints/date-dropout/run-e96b9a2634/fold-5/last-df8b04e6b9.pt",
       "bytes": 4261120,
       "sha256": "df8b04e6b96d5ea4082c5b0f39cbee164c8ab007977a89191a02da2df50d66bd",
+      "restore_paths": [],
+      "checkpoint": true,
+      "method": "date-dropout",
+      "run": "run-e96b9a2634",
+      "fold": 5,
+      "seed": 1,
+      "original_path": "results/distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/last.pt",
+      "locations": [
+        {
+          "source": "server",
+          "path": "results_distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/last.pt"
+        }
+      ],
+      "provenance": {
+        "repository": "ldmberman/pse-tae",
+        "source_commit": "78fe047b7aa807421e43b3fe1dc4d965814b10a7",
+        "pod_id": "2mhh77m1o5q4sh",
+        "resumed_from_published_archive": false
+      },
+      "epoch": 10
+    },
+    {
+      "path": "checkpoints/date-dropout/run-e96b9a2634/fold-5/last-289a619b7d.pt",
+      "bytes": 4262784,
+      "sha256": "289a619b7d414480256dd311d16d73efebcaf6b7e71764bc9b4edaf8ac57a0a9",
       "restore_paths": [
         "results/distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/last.pt",
         "results_distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/last.pt"
@@ -14115,12 +14140,22 @@
         "pod_id": "2mhh77m1o5q4sh",
         "resumed_from_published_archive": false
       },
-      "epoch": 10
+      "epoch": 11
+    },
+    {
+      "path": "metadata/results/distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/done.json",
+      "bytes": 116,
+      "sha256": "800002fc5b7b9a0e6371e12e0022d6bed4ef8c20e151aaea3a71c9221c999d97",
+      "restore_paths": [
+        "results/distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/done.json",
+        "results_distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/done.json"
+      ],
+      "checkpoint": false
     },
     {
       "path": "metadata/results/distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/history.json",
-      "bytes": 84292,
-      "sha256": "bf158ee389637ea96bc78cd7e4a60766eb5e2e7769524f86c761eb5f6eaf8cc5",
+      "bytes": 91994,
+      "sha256": "325ec94b3619b7225dd26cc9283a912d181c555fe7b478afaa1bfe96ae858b1b",
       "restore_paths": [
         "results/distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/history.json",
         "results_distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/history.json"
@@ -14130,23 +14165,33 @@
     {
       "path": "metadata/results/distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/status.json",
       "bytes": 110,
-      "sha256": "1cf3be11cd34d2a08b772a1c3a9f83e80f33252fdd8b5f0bccdf386782d33eb9",
+      "sha256": "d7c310a56c8e56502a49068a1f016a8262b4b48e5d2789b18c19389e7b1ceb82",
       "restore_paths": [
         "results/distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/status.json",
         "results_distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/status.json"
       ],
       "checkpoint": false
     },
+    {
+      "path": "metadata/results/distillation_teachers/cnn/Fold_5/cnn_temporal/protocol.json",
+      "bytes": 2309,
+      "sha256": "b86b31144ad97ed8d5ccc3149f28db5d7d37b274977dbf9b6d7445fbb460c5c2",
+      "restore_paths": [
+        "results/distillation_teachers/cnn/Fold_5/cnn_temporal/protocol.json",
+        "results_distillation_teachers/cnn/Fold_5/cnn_temporal/protocol.json"
+      ],
+      "checkpoint": false
+    },
     {
       "path": "checkpoint_index.json",
-      "bytes": 247843,
-      "sha256": "8f20cba90c5ecbd55f67831e9b913503ae843c6e22f52447cc818de211917fcf",
+      "bytes": 248874,
+      "sha256": "6ee563ea5125c71287982bdfd6dc856f5c647804dd4deeca302841a1888dbea4",
       "restore_paths": [],
       "checkpoint": false
     }
   ],
-  "checkpoint_count": 282,
-  "checkpoint_bytes": 598524601,
+  "checkpoint_count": 283,
+  "checkpoint_bytes": 602787385,
   "alias_conflicts": [
     {
       "path": "results/capacity_large/Fold_1/capacity_large/best.pt",
@@ -14238,8 +14283,9 @@
     },
     {
       "path": "results/distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/last.pt",
-      "selected_sha256": "df8b04e6b96d5ea4082c5b0f39cbee164c8ab007977a89191a02da2df50d66bd",
+      "selected_sha256": "289a619b7d414480256dd311d16d73efebcaf6b7e71764bc9b4edaf8ac57a0a9",
       "alternatives": [
+        "289a619b7d414480256dd311d16d73efebcaf6b7e71764bc9b4edaf8ac57a0a9",
         "606139235d2fb49b6da09a61c673a9b3dee9505808c6f2c757425ecdc9bd45ed",
         "6483681fce975c6dcbbe0a955f480cdbbb5ababd1adae159d3df5a928d95c46a",
         "6ba97343732fc6e4959b70ace0f5f02b992e1085f9c2eb4d3e9b523586b9c10d",
@@ -14252,8 +14298,9 @@
     },
     {
       "path": "results_distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/last.pt",
-      "selected_sha256": "df8b04e6b96d5ea4082c5b0f39cbee164c8ab007977a89191a02da2df50d66bd",
+      "selected_sha256": "289a619b7d414480256dd311d16d73efebcaf6b7e71764bc9b4edaf8ac57a0a9",
       "alternatives": [
+        "289a619b7d414480256dd311d16d73efebcaf6b7e71764bc9b4edaf8ac57a0a9",
         "606139235d2fb49b6da09a61c673a9b3dee9505808c6f2c757425ecdc9bd45ed",
         "6483681fce975c6dcbbe0a955f480cdbbb5ababd1adae159d3df5a928d95c46a",
         "6ba97343732fc6e4959b70ace0f5f02b992e1085f9c2eb4d3e9b523586b9c10d",

metadata/results/distillation_teachers/cnn/Fold_5/cnn_temporal/protocol.json

@@ -0,0 +1,46 @@
+{
+  "command": "train",
+  "variant": "cnn_temporal",
+  "cache": "results_pair_probes",
+  "patch": "data/s2-2017-IGARSS-NNI-NPY",
+  "native": "data/S2-2017-T31TFM-PixelSet",
+  "output": "results_distillation_teachers/cnn",
+  "fold": 5,
+  "seed": 1,
+  "epochs": 4,
+  "patience": 12,
+  "batch_size": 32,
+  "workers": 2,
+  "parallel": 1,
+  "lr": 0.001,
+  "device": "cuda",
+  "smoke": false,
+  "trainable_parameters": 213940,
+  "architecture": "Frozen baseline logits + MLP(128 frozen embedding + 256 CNN branch summary)",
+  "grouping": "Fixed 4x4 patch cells, all 64 grid pixels per cell, fixed membership over 24 dates",
+  "temporal": "cnn_temporal: CNN cell mean/sample-std128 -> shared TAE128 heads4 key32 MLP512-128-128 -> group mean/sample-std256",
+  "spatial": "Two 3x3 stride1 convolutions 10-32-64, per-location LayerNorm/ReLU/mask after each; receptive field5x5. cnn_spatial: space mean/std128 per date -> date mean/std256; no temporal attention",
+  "classifier": "384-128-64-20, final layer zero initialized; no frozen-embedding projection",
+  "loss": "Repository focal gamma1 detached probability, unweighted",
+  "optimizer": "AdamW lr0.001 weight_decay.0001; plateau scheduler factor.5 patience4; gradient clip5",
+  "sampling": "All patch pixels; no random subsampling or jitter; all-zero trajectories masked",
+  "pooling": "Sample std N-1; singleton denominator1; empty groups excluded; groups equally weighted",
+  "limitations": "Resized grid support is not an independent parcel mask; blended boundaries and repeated resampled pixels retained. Previously inspected fold1 is exploratory.",
+  "baseline": {
+    "fold": 5,
+    "n": 191412,
+    "pixel_seed": 20261013,
+    "jitter": false,
+    "npixel": 64,
+    "checkpoint_sha256": "224aa34687644b55a0dc4edbf1fe3b3376187afd8d93452113a25d27fa4aa5fe",
+    "pid_sha256": "94d008bf230ff0a330de4492d0a5d1c8abf9df82781cdbee238db86cea7fed98",
+    "checkpoint_epoch": 91,
+    "seconds": 251.68022680282593
+  },
+  "pid_sha256": "94d008bf230ff0a330de4492d0a5d1c8abf9df82781cdbee238db86cea7fed98",
+  "split_sha256": {
+    "train": "b331afb132e89c808e6fe98602465b3a7836fde347be8049f2ddfa6f072f51d7",
+    "val": "453af02596d87708e99a247677cff6e45ad97b5cc403acd58817ba9ddd4bd5d7",
+    "test": "7e1016383051b321f185261309a4902e2705d5a7a84920e44afd81e4469791ca"
+  }
+}

metadata/results/distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/done.json

@@ -0,0 +1,6 @@
+{
+  "epochs": 11,
+  "best_epoch": 10,
+  "best_validation_miou": 0.5276560664067784,
+  "peak_reserved_mib": 16374.0
+}

metadata/results/distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/history.json

@@ -5705,5 +5705,524 @@
       ]
     },
     "seconds": 190.92539715766907
+  },
+  {
+    "epoch": 11,
+    "train_loss": 0.05774346321722734,
+    "mean_retained_dates": 19.177060133630288,
+    "validation": {
+      "oa": 0.9440482720789907,
+      "miou": 0.5249603178356498,
+      "mean_recall": 0.5952014454819103,
+      "iou": [
+        0.9357968074786136,
+        0.07894736842105263,
+        0.527027027027027,
+        0.9552708473814341,
+        0.9399504746182419,
+        0.3103448275862069,
+        0.21818181818181817,
+        0.30377906976744184,
+        0.2857142857142857,
+        0.9722891566265061,
+        0.815068493150685,
+        0.9176090468497576,
+        0.41237113402061853,
+        0.4246575342465753,
+        0.5743589743589743,
+        0.23484848484848486,
+        0.10344827586206896,
+        0.9326231691078561,
+        0.39562923888470236,
+        0.16129032258064516
+      ],
+      "recall": [
+        0.9777921120530778,
+        0.08571428571428572,
+        0.65,
+        0.976338157592465,
+        0.9764201500535906,
+        0.46153846153846156,
+        0.2926829268292683,
+        0.38992537313432835,
+        0.3333333333333333,
+        0.9889705882352942,
+        0.8947368421052632,
+        0.9562289562289562,
+        0.5333333333333333,
+        0.5081967213114754,
+        0.7225806451612903,
+        0.3333333333333333,
+        0.11538461538461539,
+        0.969545957918051,
+        0.5107003891050583,
+        0.22727272727272727
+      ],
+      "precision": [
+        0.9561182194990089,
+        0.5,
+        0.7358490566037735,
+        0.9779107225034515,
+        0.9617820945945946,
+        0.4864864864864865,
+        0.46153846153846156,
+        0.5789473684210527,
+        0.6666666666666666,
+        0.9829476248477467,
+        0.9015151515151515,
+        0.9578414839797639,
+        0.6451612903225806,
+        0.7209302325581395,
+        0.7368421052631579,
+        0.44285714285714284,
+        0.5,
+        0.9607681755829904,
+        0.6371359223300971,
+        0.35714285714285715
+      ],
+      "confusion": [
+        [
+          21222,
+          0,
+          3,
+          32,
+          25,
+          4,
+          1,
+          131,
+          3,
+          4,
+          3,
+          3,
+          4,
+          0,
+          9,
+          27,
+          3,
+          39,
+          183,
+          8
+        ],
+        [
+          2,
+          3,
+          0,
+          0,
+          29,
+          0,
+          1,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0
+        ],
+        [
+          10,
+          0,
+          78,
+          3,
+          13,
+          0,
+          8,
+          1,
+          0,
+          0,
+          0,
+          1,
+          3,
+          0,
+          1,
+          0,
+          0,
+          2,
+          0,
+          0
+        ],
+        [
+          46,
+          0,
+          0,
+          4250,
+          12,
+          9,
+          3,
+          2,
+          0,
+          0,
+          1,
+          11,
+          0,
+          0,
+          0,
+          0,
+          0,
+          5,
+          14,
+          0
+        ],
+        [
+          40,
+          3,
+          11,
+          5,
+          4555,
+          0,
+          30,
+          4,
+          0,
+          2,
+          0,
+          1,
+          4,
+          0,
+          0,
+          0,
+          0,
+          1,
+          9,
+          0
+        ],
+        [
+          5,
+          0,
+          1,
+          13,
+          1,
+          18,
+          0,
+          0,
+          0,
+          0,
+          0,
+          1,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0
+        ],
+        [
+          9,
+          0,
+          8,
+          4,
+          82,
+          2,
+          48,
+          0,
+          0,
+          1,
+          2,
+          1,
+          6,
+          0,
+          1,
+          0,
+          0,
+          0,
+          0,
+          0
+        ],
+        [
+          306,
+          0,
+          1,
+          7,
+          1,
+          1,
+          2,
+          209,
+          0,
+          2,
+          0,
+          0,
+          3,
+          0,
+          0,
+          0,
+          0,
+          2,
+          2,
+          0
+        ],
+        [
+          5,
+          0,
+          0,
+          2,
+          5,
+          1,
+          2,
+          1,
+          10,
+          1,
+          1,
+          0,
+          0,
+          0,
+          1,
+          0,
+          0,
+          0,
+          1,
+          0
+        ],
+        [
+          3,
+          0,
+          0,
+          1,
+          2,
+          0,
+          0,
+          1,
+          0,
+          807,
+          1,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          1,
+          0,
+          0
+        ],
+        [
+          3,
+          0,
+          0,
+          4,
+          1,
+          0,
+          0,
+          0,
+          0,
+          0,
+          119,
+          4,
+          0,
+          0,
+          1,
+          0,
+          0,
+          0,
+          1,
+          0
+        ],
+        [
+          7,
+          0,
+          1,
+          12,
+          0,
+          0,
+          0,
+          2,
+          0,
+          1,
+          1,
+          568,
+          1,
+          0,
+          0,
+          0,
+          0,
+          0,
+          1,
+          0
+        ],
+        [
+          8,
+          0,
+          2,
+          1,
+          6,
+          0,
+          8,
+          1,
+          1,
+          3,
+          0,
+          0,
+          40,
+          2,
+          1,
+          0,
+          0,
+          1,
+          1,
+          0
+        ],
+        [
+          5,
+          0,
+          0,
+          3,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          1,
+          0,
+          1,
+          31,
+          8,
+          0,
+          0,
+          0,
+          12,
+          0
+        ],
+        [
+          14,
+          0,
+          0,
+          1,
+          2,
+          0,
+          0,
+          0,
+          1,
+          0,
+          2,
+          1,
+          0,
+          2,
+          112,
+          0,
+          0,
+          5,
+          15,
+          0
+        ],
+        [
+          50,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          31,
+          0,
+          2,
+          9,
+          1
+        ],
+        [
+          16,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          3,
+          0,
+          3,
+          2,
+          1,
+          1
+        ],
+        [
+          54,
+          0,
+          0,
+          0,
+          0,
+          1,
+          1,
+          7,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          4,
+          0,
+          0,
+          3502,
+          43,
+          0
+        ],
+        [
+          370,
+          0,
+          1,
+          8,
+          2,
+          0,
+          0,
+          2,
+          0,
+          0,
+          1,
+          2,
+          0,
+          8,
+          11,
+          7,
+          0,
+          83,
+          525,
+          8
+        ],
+        [
+          21,
+          0,
+          0,
+          0,
+          0,
+          1,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          0,
+          5,
+          0,
+          0,
+          7,
+          10
+        ]
+      ]
+    },
+    "seconds": 196.34640669822693
   }
 ]

metadata/results/distillation_teachers/date_dropout_fold5/Fold_5/date_dropout/status.json

@@ -1,6 +1,6 @@
 {
-  "epoch": 10,
+  "epoch": 11,
   "best_epoch": 10,
   "best_miou": 0.5276560664067784,
-  "updated_unix": 1793182871.5902655
+  "updated_unix": 1793183068.3448026
 }