🌀️ Conversations with AI — 364

Next,

@sandbox test what=test_blue_sandbox_palisades_train

I stare into the darkness of that light and seek guidance and calm.

doc the potential fix ✅

@git seed

notebooks-and-scripts/SageMaker.md at main · kamangir/notebooks-and-scripts

fix predict ✅

roofai semseg train \
  profile=VALIDATION,~upload \
  palisades-dataset-v1-ingest-2025-01-19-v48x7l -\
  --classes affected \
  --epoch_count 1

palisades-dataset-v1-ingest-2025-01-19-v48x7l-model-2025-01-20-7otkfi

{
    "activation": "sigmoid",
    "classes": [
        "affected"
    ],
    "elapsed_time": 368.0788621902466,
    "encoder_name": "se_resnext50_32x4d",
    "encoder_weights": "imagenet",
    "epics": {
        "0": {
            "train": {
                "dice_loss": 0.5164195601902314,
                "iou_score": 0.3593014483786912
            },
            "valid": {
                "dice_loss": 0.5669012761116029,
                "iou_score": 0.5987054416591304
            }
        }
    }
}

@sandbox test what=test_blue_sandbox_palisades_train

roofai dataset ingest \
  source=palisades-dataset-v1,upload \
  palisades-dataset-v1-1000X-test \
  --test_count 100 \
  --train_count 800 \
  --val_count 100

validate train on AIRS ✅ CamVid ✅ Palisades ✅

roofai pytest - roofai/tests/test_semseg_train.py

on Sagemaker ✅

palisades-dataset-v1-ingest-2025-01-19-v48x7l-model-2025-01-20-fp2cqm

model is more accurate than the label. 🚀 💰

    "4": {
      "train": {
        "dice_loss": 0.29400523314400323,
        "iou_score": 0.5795812376199647
      },
      "valid": {
        "dice_loss": 0.30854101467132555,
        "iou_score": 0.7470848142109745
      }

validate train ✅

roofai semseg train \
  profile=FULL,upload \
  palisades-dataset-v1-ingest-2025-01-19-v48x7l -\
  --classes affected \
  --epoch_count 5

@help palisades train

palisades train review \
  palisades-dataset-v1 \
  count=1000 - \
  upload,epochs=1 -

@sandbox test what=test_blue_sandbox_palisades_train 

complete test_blue_sandbox_palisades_train ✅ palisades train ✅

palisades-dataset-v1-ingest-2025-01-20-520ze1-model-2025-01-20-s5xtkp

has not plateaued yet. 🚀

palisades train review \
 palisades-dataset-v1 \
 count=100000 - \
 profile=FULL,upload,epochs=5 -

continues.