46 lines
1.3 KiB
Bash
Executable File
46 lines
1.3 KiB
Bash
Executable File
#!/usr/bin/env bash
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set -euo pipefail
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# Bilateral tower runs (3 total) — UNet ROI crop:
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# binary × bilateral
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# multiclass × bilateral
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# multiclass × bilateral + balanced sampling
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ROOT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")/../../.." && pwd)"
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cd "$ROOT_DIR"
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CROP_ARGS=(
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--img-crop-manifest manifest.csv
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--img-crop-weights models/v2/refuge/segmentation/per_image_refuge_build/best.pt
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--img-crop-normalize per_image
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)
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COMMON_ARGS=(
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--epochs 40
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--n-splits 5
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--batch-size 8
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--backbone refugelike
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--tower-modes bilateral
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)
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# Runs 1-2: binary + multiclass bilateral (no balanced sampling)
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echo "[1/2] UNet ROI — binary + multiclass, bilateral..."
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python3 scripts/basic_analysis/compare_hypertower_modes.py \
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"${COMMON_ARGS[@]}" \
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"${CROP_ARGS[@]}" \
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--eval-modes binary multiclass \
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--run-name v2_modes_unet_40ep_5fold_bilateral_v2
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# Run 3: multiclass bilateral + balanced sampling
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# (reuse the crop cache built above)
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echo "[2/2] UNet ROI — multiclass, bilateral, balanced sampling..."
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python3 scripts/basic_analysis/compare_hypertower_modes.py \
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"${COMMON_ARGS[@]}" \
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"${CROP_ARGS[@]}" \
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--eval-modes multiclass \
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--balanced-sampling \
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--persist-img-crop-cache \
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--run-name v2_modes_unet_40ep_5fold_bilateral_balanced_v2
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echo "Bilateral UNet runs complete."
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