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authorskal <pascal.massimino@gmail.com>2026-02-10 20:05:37 +0100
committerskal <pascal.massimino@gmail.com>2026-02-10 20:05:37 +0100
commitbbef66d114ddd8091f79c8b27e6877c80236031b (patch)
treea881e60548494d2d7e2bb424313d87c7a4ce0a4c /doc
parent0d5775a2295ed9323330ecf577c7927c8d4b65e8 (diff)
docs: Add inference mode to training documentationHEADmain
Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
Diffstat (limited to 'doc')
-rw-r--r--doc/CNN_EFFECT.md8
-rw-r--r--doc/HOWTO.md5
2 files changed, 13 insertions, 0 deletions
diff --git a/doc/CNN_EFFECT.md b/doc/CNN_EFFECT.md
index d51c187..4659fd3 100644
--- a/doc/CNN_EFFECT.md
+++ b/doc/CNN_EFFECT.md
@@ -151,6 +151,14 @@ python3 training/train_cnn.py \
--output workspaces/main/shaders/cnn/cnn_weights_generated.wgsl
```
+**Generate ground truth (for shader validation):**
+```bash
+python3 training/train_cnn.py \
+ --infer training/input/img_000.png \
+ --export-only training/checkpoints/checkpoint_epoch_200.pth \
+ --output training/ground_truth.png
+```
+
### 3. Rebuild Demo
Training script auto-generates both `cnn_weights_generated.wgsl` and `cnn_layer.wgsl`:
diff --git a/doc/HOWTO.md b/doc/HOWTO.md
index a57a161..5ea6afd 100644
--- a/doc/HOWTO.md
+++ b/doc/HOWTO.md
@@ -97,6 +97,11 @@ Generate shaders from checkpoint:
./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)