Add assignment-2 run unet-seed0-20261028-204653
Browse files- assignment-2/runs/unet-seed0-20261028-204653/checkpoint.pt +3 -0
- assignment-2/runs/unet-seed0-20261028-204653/checksums.json +8 -0
- assignment-2/runs/unet-seed0-20261028-204653/config.yaml +57 -0
- assignment-2/runs/unet-seed0-20261028-204653/environment.json +10 -0
- assignment-2/runs/unet-seed0-20261028-204653/evaluation/val/report.json +458 -0
- assignment-2/runs/unet-seed0-20261028-204653/history.json +112 -0
- assignment-2/runs/unet-seed0-20261028-204653/summary.json +14 -0
assignment-2/runs/unet-seed0-20261028-204653/checkpoint.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:096ddb60bba529e62143e9c82feb88de97825a26e2e766d9921e90f1bf2550b4
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size 31116359
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assignment-2/runs/unet-seed0-20261028-204653/checksums.json
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{
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"checkpoint.pt": "096ddb60bba529e62143e9c82feb88de97825a26e2e766d9921e90f1bf2550b4",
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"config.yaml": "c2825357d42c00b19c550e4ad40732cabfbf09f62254f6cf8520c338a9bf92ff",
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"environment.json": "15968b39ca453920d52ed9dc6f58ac902a8aa3ce8257d95c44f0162ef6335dc5",
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"history.json": "cf656385e1ba5b7039eb19d3b12b634af048037f5468f859ec04ec3d4fce8100",
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"summary.json": "7d67ccc31b5d45d8001e69effcd91fb40d66d6440bd0d68805a72f610519d936",
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"evaluation/val/report.json": "58211f73f3cc1237855db4f529243df4f7fc24f85ab17a031d6f2286cfba7402"
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}
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assignment-2/runs/unet-seed0-20261028-204653/config.yaml
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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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train:
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epochs: 10
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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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in_channels: 3
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base_width: 32
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depth: 4
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dropout: 0.0
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name: unet
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output_dir: results/runs
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assignment-2/runs/unet-seed0-20261028-204653/environment.json
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{
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"commit": "a7b032ba70a19402de512b367abd64b621fa1674",
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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/unet-seed0-20261028-204653/evaluation/val/report.json
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|
| 1 |
+
{
|
| 2 |
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"run_id": "unet-seed0-20261028-204653",
|
| 3 |
+
"model": "unet",
|
| 4 |
+
"backbone": "",
|
| 5 |
+
"split": "val",
|
| 6 |
+
"miou": 0.31809796470468327,
|
| 7 |
+
"dice": 0.3639128600778065,
|
| 8 |
+
"pixel_accuracy": 0.8982929735340371,
|
| 9 |
+
"per_class_iou": {
|
| 10 |
+
"road": 0.9486845482526036,
|
| 11 |
+
"sidewalk": 0.6635274243344679,
|
| 12 |
+
"building": 0.8080384760021285,
|
| 13 |
+
"wall": 0.0,
|
| 14 |
+
"fence": 0.0,
|
| 15 |
+
"pole": 0.14259291861030438,
|
| 16 |
+
"traffic light": 0.0,
|
| 17 |
+
"traffic sign": 0.0004528221346381533,
|
| 18 |
+
"vegetation": 0.8443290138732652,
|
| 19 |
+
"terrain": 0.5739009216282247,
|
| 20 |
+
"sky": 0.9081877528114771,
|
| 21 |
+
"person": 0.33385283152396367,
|
| 22 |
+
"rider": 0.0,
|
| 23 |
+
"car": 0.8202946202179081,
|
| 24 |
+
"truck": 0.0,
|
| 25 |
+
"bus": 0.0,
|
| 26 |
+
"train": 0.0,
|
| 27 |
+
"motorcycle": 0.0,
|
| 28 |
+
"bicycle": 0.0
|
| 29 |
+
},
|
| 30 |
+
"per_class_dice": {
|
| 31 |
+
"road": 0.9736666194672651,
|
| 32 |
+
"sidewalk": 0.7977354801949564,
|
| 33 |
+
"building": 0.8938288501346885,
|
| 34 |
+
"wall": 0.0,
|
| 35 |
+
"fence": 0.0,
|
| 36 |
+
"pole": 0.24959531305993937,
|
| 37 |
+
"traffic light": 0.0,
|
| 38 |
+
"traffic sign": 0.0009052343591214614,
|
| 39 |
+
"vegetation": 0.9155947854445932,
|
| 40 |
+
"terrain": 0.7292719811543351,
|
| 41 |
+
"sky": 0.9518851082377775,
|
| 42 |
+
"person": 0.500584207843271,
|
| 43 |
+
"rider": 0.0,
|
| 44 |
+
"car": 0.9012767615823755,
|
| 45 |
+
"truck": 0.0,
|
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assignment-2/runs/unet-seed0-20261028-204653/summary.json
ADDED
|
@@ -0,0 +1,14 @@
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{
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