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Diffstat (limited to 'doc/HOWTO.md')
| -rw-r--r-- | doc/HOWTO.md | 24 |
1 files changed, 23 insertions, 1 deletions
diff --git a/doc/HOWTO.md b/doc/HOWTO.md index bdc0214..5ea6afd 100644 --- a/doc/HOWTO.md +++ b/doc/HOWTO.md @@ -86,12 +86,34 @@ make run_util_tests # Utility tests --- +## Training + +```bash +./training/train_cnn.py --layers 3 --kernel_sizes 3,5,3 --epochs 10000 --batch_size 8 --input training/input/ --target training/output/ --checkpoint-every 1000 +``` + +Generate shaders from checkpoint: +```bash +./training/train_cnn.py --export-only training/checkpoints/checkpoint_epoch_7000.pth +``` + +Generate ground truth (for shader validation): +```bash +./training/train_cnn.py --infer input.png --export-only checkpoints/checkpoint_epoch_7000.pth --output ground_truth.png +``` + +**Note:** Kernel sizes must match shader functions: +- 3×3 kernel → `cnn_conv3x3_7to4` (36 weights: 9 pos × 4 channels) +- 5×5 kernel → `cnn_conv5x5_7to4` (100 weights: 25 pos × 4 channels) + +--- + ## Timeline Edit `workspaces/main/timeline.seq`: ```text SEQUENCE 0.0 0 - EFFECT HeptagonEffect 0.0 60.0 0 + EFFECT + HeptagonEffect 0.0 60.0 0 ``` Rebuild to apply. See `doc/SEQUENCE.md`. |