Add assignment-2 run deeplabv3-seed2-20261110-020225
Browse files- assignment-2/runs/deeplabv3-seed2-20261110-020225/checkpoint.pt +3 -0
- assignment-2/runs/deeplabv3-seed2-20261110-020225/checksums.json +9 -0
- assignment-2/runs/deeplabv3-seed2-20261110-020225/config.yaml +57 -0
- assignment-2/runs/deeplabv3-seed2-20261110-020225/environment.json +10 -0
- assignment-2/runs/deeplabv3-seed2-20261110-020225/evaluation/test/report.json +459 -0
- assignment-2/runs/deeplabv3-seed2-20261110-020225/evaluation/val/report.json +459 -0
- assignment-2/runs/deeplabv3-seed2-20261110-020225/history.json +442 -0
- assignment-2/runs/deeplabv3-seed2-20261110-020225/summary.json +14 -0
assignment-2/runs/deeplabv3-seed2-20261110-020225/checkpoint.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:e0e18665f3c7807fe925ad2724686ab6f409461390d63ad59c97149970a6c9e8
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size 44334961
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assignment-2/runs/deeplabv3-seed2-20261110-020225/checksums.json
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{
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"checkpoint.pt": "e0e18665f3c7807fe925ad2724686ab6f409461390d63ad59c97149970a6c9e8",
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"config.yaml": "00c5502c7bce09333a06b7167bf1132da7f71041f057b039c7845fce1b313d1b",
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"environment.json": "afcc5345681741207aef4d9510fa52928e0b8546cddc2b5d57cef783d292101c",
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"history.json": "e943782123e8cad3c472271c2d70fb175492ce23b87e68f913e8ede384811269",
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+
"summary.json": "377891481e32c60b4a74a4271b3f1680e88de2316da2d62d342a8a3182d658aa",
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"evaluation/val/report.json": "614a590173734fd8c5fc26bc443a2bf7b41f233f96ccdbf080afbc215e7a1cae",
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"evaluation/test/report.json": "cace18f9f02c9d1016e4fe194e2c5e5d8ade2b38f027e3d54ba6a1562c72c480"
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+
}
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assignment-2/runs/deeplabv3-seed2-20261110-020225/config.yaml
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@@ -0,0 +1,57 @@
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seed: 2
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dataset:
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name: cityscapes
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source: https://www.cityscapes-dataset.com
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packages:
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- leftImg8bit_trainvaltest
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- gtFine_trainvaltest
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root: data
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split_unit: city
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val_cities: 3
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split_file: splits/cityscapes-seed0.json
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ignore_index: 255
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hub:
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repo_id: null
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assignment: assignment-2
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private: false
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input:
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height: 512
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width: 1024
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crop:
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- 512
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- 512
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loader:
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batch_size: 8
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num_workers: 4
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augment: true
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flip_probability: 0.5
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train:
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epochs: 40
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optimizer: adamw
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lr: 0.0003
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weight_decay: 0.05
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scheduler: cosine
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loss: cross_entropy
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early_stopping_patience: 8
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checkpoint_metric: val_miou
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checkpoint_mode: max
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evaluation:
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metrics:
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- miou
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- dice
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confusion_matrix: true
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example_predictions: 6
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output_dir: results/evaluation
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inference:
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batch_sizes:
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- 1
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- 8
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warmup_batches: 5
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timed_batches: 20
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model:
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args:
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backbone: mobilenet_v3_large
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pretrained: true
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freeze_backbone: false
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name: deeplabv3
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output_dir: results/runs
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assignment-2/runs/deeplabv3-seed2-20261110-020225/environment.json
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@@ -0,0 +1,10 @@
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{
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"commit": "277d67942fa31567f2fe4351a3d93d8a4c677d35",
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"python": "3.12.0",
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"torch": "2.14.0",
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"numpy": "2.5.3",
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"torchvision": "0.29.0",
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"scikit_learn": "1.9.1",
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"hardware": "mps: Apple M4 Pro, 14 cores, 48 GB RAM",
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"torch_threads": 10
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}
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assignment-2/runs/deeplabv3-seed2-20261110-020225/evaluation/test/report.json
ADDED
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@@ -0,0 +1,459 @@
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|
| 1 |
+
{
|
| 2 |
+
"run_id": "deeplabv3-seed2-20261110-020225",
|
| 3 |
+
"model": "deeplabv3",
|
| 4 |
+
"backbone": "mobilenet_v3_large",
|
| 5 |
+
"split": "test",
|
| 6 |
+
"miou": 0.6220423977013505,
|
| 7 |
+
"dice": 0.7479834883176147,
|
| 8 |
+
"pixel_accuracy": 0.9329377137932344,
|
| 9 |
+
"per_class_iou": {
|
| 10 |
+
"road": 0.9687832876559467,
|
| 11 |
+
"sidewalk": 0.7549927902278843,
|
| 12 |
+
"building": 0.8804725989504169,
|
| 13 |
+
"wall": 0.45545927648173495,
|
| 14 |
+
"fence": 0.4704762542920787,
|
| 15 |
+
"pole": 0.32907347786839136,
|
| 16 |
+
"traffic light": 0.44596871935940735,
|
| 17 |
+
"traffic sign": 0.564621243383074,
|
| 18 |
+
"vegetation": 0.8828957773865652,
|
| 19 |
+
"terrain": 0.5525619701089176,
|
| 20 |
+
"sky": 0.9058012669272638,
|
| 21 |
+
"person": 0.6555691117704111,
|
| 22 |
+
"rider": 0.41761440868199523,
|
| 23 |
+
"car": 0.8984933682583814,
|
| 24 |
+
"truck": 0.6036378091724709,
|
| 25 |
+
"bus": 0.6605000525857148,
|
| 26 |
+
"train": 0.40719146224445696,
|
| 27 |
+
"motorcycle": 0.3393156674213329,
|
| 28 |
+
"bicycle": 0.6253770135492138
|
| 29 |
+
},
|
| 30 |
+
"per_class_dice": {
|
| 31 |
+
"road": 0.984144160233491,
|
| 32 |
+
"sidewalk": 0.8603941787474229,
|
| 33 |
+
"building": 0.9364375736629732,
|
| 34 |
+
"wall": 0.6258633049255922,
|
| 35 |
+
"fence": 0.6398964320829198,
|
| 36 |
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assignment-2/runs/deeplabv3-seed2-20261110-020225/evaluation/val/report.json
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@@ -0,0 +1,459 @@
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|
| 1 |
+
{
|
| 2 |
+
"run_id": "deeplabv3-seed2-20261110-020225",
|
| 3 |
+
"model": "deeplabv3",
|
| 4 |
+
"backbone": "mobilenet_v3_large",
|
| 5 |
+
"split": "val",
|
| 6 |
+
"miou": 0.6082516059616779,
|
| 7 |
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"dice": 0.7329101665334119,
|
| 8 |
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"pixel_accuracy": 0.9384144761640961,
|
| 9 |
+
"per_class_iou": {
|
| 10 |
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"road": 0.9726121513059134,
|
| 11 |
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"sidewalk": 0.802136020044869,
|
| 12 |
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"building": 0.8881222260493948,
|
| 13 |
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"wall": 0.26536973468701863,
|
| 14 |
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"fence": 0.45481423471940213,
|
| 15 |
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"pole": 0.3368776778530826,
|
| 16 |
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|
| 17 |
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|
| 18 |
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"vegetation": 0.875140460531632,
|
| 19 |
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"terrain": 0.6610529313291464,
|
| 20 |
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"sky": 0.9220807641728685,
|
| 21 |
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"person": 0.6334178229299353,
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| 22 |
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|
| 23 |
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"car": 0.9120814136338838,
|
| 24 |
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"truck": 0.4098434959587335,
|
| 25 |
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"bus": 0.31982732402166164,
|
| 26 |
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"train": 0.5593531385705117,
|
| 27 |
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"motorcycle": 0.4639512998746826,
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| 28 |
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| 29 |
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},
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| 30 |
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"per_class_dice": {
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| 31 |
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| 32 |
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|
| 33 |
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| 34 |
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| 35 |
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|
| 37 |
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|
| 39 |
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|
| 48 |
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| 50 |
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},
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| 51 |
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ADDED
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|
| 405 |
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|
| 406 |
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|
| 407 |
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|
| 408 |
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},
|
| 409 |
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{
|
| 410 |
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"epoch": 38,
|
| 411 |
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"train_loss": 0.12698521753152212,
|
| 412 |
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"train_miou": 0.739837089901911,
|
| 413 |
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|
| 414 |
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|
| 415 |
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|
| 416 |
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|
| 417 |
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|
| 418 |
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|
| 419 |
+
},
|
| 420 |
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{
|
| 421 |
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"epoch": 39,
|
| 422 |
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"train_loss": 0.12587530593077342,
|
| 423 |
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"train_miou": 0.7414713342581324,
|
| 424 |
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"train_dice": 0.8378013953162897,
|
| 425 |
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"val_loss": 0.18970205788034128,
|
| 426 |
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"val_miou": 0.6071601142317075,
|
| 427 |
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|
| 428 |
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"seconds": 140.26268601417542,
|
| 429 |
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|
| 430 |
+
},
|
| 431 |
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{
|
| 432 |
+
"epoch": 40,
|
| 433 |
+
"train_loss": 0.12591398524741332,
|
| 434 |
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"train_miou": 0.7416183605689578,
|
| 435 |
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"train_dice": 0.8381690733127455,
|
| 436 |
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"val_loss": 0.1898295712020569,
|
| 437 |
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"val_miou": 0.6078063370356067,
|
| 438 |
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"val_dice": 0.7322451917464164,
|
| 439 |
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"seconds": 140.22926807403564,
|
| 440 |
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"learning_rate": 4.623999400308054e-07
|
| 441 |
+
}
|
| 442 |
+
]
|
assignment-2/runs/deeplabv3-seed2-20261110-020225/summary.json
ADDED
|
@@ -0,0 +1,14 @@
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|
| 1 |
+
{
|
| 2 |
+
"run_id": "deeplabv3-seed2-20261110-020225",
|
| 3 |
+
"model": "deeplabv3",
|
| 4 |
+
"backbone": "mobilenet_v3_large",
|
| 5 |
+
"seed": 2,
|
| 6 |
+
"parameters": 11024963,
|
| 7 |
+
"epochs_trained": 40,
|
| 8 |
+
"best_epoch": 35,
|
| 9 |
+
"checkpoint_metric": "val_miou",
|
| 10 |
+
"checkpoint_value": 0.6082516029879672,
|
| 11 |
+
"training_seconds": 5613.9129848480225,
|
| 12 |
+
"commit": "277d67942fa31567f2fe4351a3d93d8a4c677d35",
|
| 13 |
+
"hardware": "mps: Apple M4 Pro, 14 cores, 48 GB RAM"
|
| 14 |
+
}
|