Add assignment-2 run deeplabv3-seed0-20261109-230158
Browse files- assignment-2/runs/deeplabv3-seed0-20261109-230158/checkpoint.pt +3 -0
- assignment-2/runs/deeplabv3-seed0-20261109-230158/checksums.json +9 -0
- assignment-2/runs/deeplabv3-seed0-20261109-230158/config.yaml +57 -0
- assignment-2/runs/deeplabv3-seed0-20261109-230158/environment.json +10 -0
- assignment-2/runs/deeplabv3-seed0-20261109-230158/evaluation/test/report.json +459 -0
- assignment-2/runs/deeplabv3-seed0-20261109-230158/evaluation/val/report.json +459 -0
- assignment-2/runs/deeplabv3-seed0-20261109-230158/history.json +420 -0
- assignment-2/runs/deeplabv3-seed0-20261109-230158/summary.json +14 -0
assignment-2/runs/deeplabv3-seed0-20261109-230158/checkpoint.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:381054187b0d11c65b44a5ffca0a4d11403c2a28d6674b464badf55e474ed5ba
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size 44334961
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assignment-2/runs/deeplabv3-seed0-20261109-230158/checksums.json
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{
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"checkpoint.pt": "381054187b0d11c65b44a5ffca0a4d11403c2a28d6674b464badf55e474ed5ba",
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"config.yaml": "19b35e9bafc60faf686c5a472f31976e218ac288155e36f5eae2eb1fef91ce61",
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"environment.json": "5021cbb52b761795518b96de037d2eea3b53cf30032be8456329d026b8ed8d76",
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+
"history.json": "079aeb87fc8c3c18166ae21f2b3116640cee8bfa8894dbd5f5c64f19d09e4260",
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+
"summary.json": "59518abb0ae71f342ecbb64cfaf36789487fa169eec0e7860746cbb7e5db3b72",
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"evaluation/val/report.json": "3393171ebe07a413aafd424cba84b803c6812ba66d4b26a576fee4dfae62836d",
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"evaluation/test/report.json": "7932ca1e43dd6344b28b246bfbadbe6579055e8c70f4014833098ff2ad2c3311"
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}
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assignment-2/runs/deeplabv3-seed0-20261109-230158/config.yaml
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@@ -0,0 +1,57 @@
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seed: 0
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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-seed0-20261109-230158/environment.json
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{
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"commit": "567bab033405fa10dfb8a55b4a336edfc89a7620",
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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-seed0-20261109-230158/evaluation/test/report.json
ADDED
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@@ -0,0 +1,459 @@
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|
| 1 |
+
{
|
| 2 |
+
"run_id": "deeplabv3-seed0-20261109-230158",
|
| 3 |
+
"model": "deeplabv3",
|
| 4 |
+
"backbone": "mobilenet_v3_large",
|
| 5 |
+
"split": "test",
|
| 6 |
+
"miou": 0.6125136700284713,
|
| 7 |
+
"dice": 0.7386881833316621,
|
| 8 |
+
"pixel_accuracy": 0.9324932989992242,
|
| 9 |
+
"per_class_iou": {
|
| 10 |
+
"road": 0.9685211381487646,
|
| 11 |
+
"sidewalk": 0.7551278328851121,
|
| 12 |
+
"building": 0.878761540366483,
|
| 13 |
+
"wall": 0.3717487410460536,
|
| 14 |
+
"fence": 0.4675590774089359,
|
| 15 |
+
"pole": 0.31420203818077275,
|
| 16 |
+
"traffic light": 0.44157312177237457,
|
| 17 |
+
"traffic sign": 0.5675103459236583,
|
| 18 |
+
"vegetation": 0.8833683271367094,
|
| 19 |
+
"terrain": 0.558911906496386,
|
| 20 |
+
"sky": 0.9078804341856115,
|
| 21 |
+
"person": 0.6561927372350538,
|
| 22 |
+
"rider": 0.43591625699816816,
|
| 23 |
+
"car": 0.8981204530926761,
|
| 24 |
+
"truck": 0.542036955890245,
|
| 25 |
+
"bus": 0.6585531508217317,
|
| 26 |
+
"train": 0.38363041241933976,
|
| 27 |
+
"motorcycle": 0.32041876530336744,
|
| 28 |
+
"bicycle": 0.6277264952295116
|
| 29 |
+
},
|
| 30 |
+
"per_class_dice": {
|
| 31 |
+
"road": 0.9840088779128688,
|
| 32 |
+
"sidewalk": 0.8604818620462747,
|
| 33 |
+
"building": 0.9354689474802281,
|
| 34 |
+
"wall": 0.5420070453464669,
|
| 35 |
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"fence": 0.6371928525486547,
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assignment-2/runs/deeplabv3-seed0-20261109-230158/evaluation/val/report.json
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| 1 |
+
{
|
| 2 |
+
"run_id": "deeplabv3-seed0-20261109-230158",
|
| 3 |
+
"model": "deeplabv3",
|
| 4 |
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"backbone": "mobilenet_v3_large",
|
| 5 |
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"split": "val",
|
| 6 |
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| 7 |
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| 8 |
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"pixel_accuracy": 0.9383453479318412,
|
| 9 |
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| 10 |
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"road": 0.9719713923010952,
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| 11 |
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| 12 |
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"building": 0.8866842580994956,
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| 13 |
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"wall": 0.2826478169634173,
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| 14 |
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| 15 |
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|
| 16 |
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|
| 17 |
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|
| 18 |
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| 19 |
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| 20 |
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| 21 |
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| 22 |
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| 23 |
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| 24 |
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| 25 |
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| 26 |
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|
| 27 |
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| 28 |
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| 29 |
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},
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| 30 |
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| 31 |
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| 32 |
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| 33 |
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| 37 |
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},
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"train_miou": 0.7450679499600783,
|
| 413 |
+
"train_dice": 0.8408662732006444,
|
| 414 |
+
"val_loss": 0.1884136646462241,
|
| 415 |
+
"val_miou": 0.6152873139059012,
|
| 416 |
+
"val_dice": 0.7398502690650577,
|
| 417 |
+
"seconds": 140.30688214302063,
|
| 418 |
+
"learning_rate": 4.1445119403485155e-06
|
| 419 |
+
}
|
| 420 |
+
]
|
assignment-2/runs/deeplabv3-seed0-20261109-230158/summary.json
ADDED
|
@@ -0,0 +1,14 @@
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|
| 1 |
+
{
|
| 2 |
+
"run_id": "deeplabv3-seed0-20261109-230158",
|
| 3 |
+
"model": "deeplabv3",
|
| 4 |
+
"backbone": "mobilenet_v3_large",
|
| 5 |
+
"seed": 0,
|
| 6 |
+
"parameters": 11024963,
|
| 7 |
+
"epochs_trained": 38,
|
| 8 |
+
"best_epoch": 30,
|
| 9 |
+
"checkpoint_metric": "val_miou",
|
| 10 |
+
"checkpoint_value": 0.6184226648453564,
|
| 11 |
+
"training_seconds": 5343.326158046722,
|
| 12 |
+
"commit": "567bab033405fa10dfb8a55b4a336edfc89a7620",
|
| 13 |
+
"hardware": "mps: Apple M4 Pro, 14 cores, 48 GB RAM"
|
| 14 |
+
}
|