Recipe catalog#
pimm ships 22 recipes. A recipe is a config under configs/; pass its name to --train.config. uv run pimm ls prints the same names. Batch size counts events per step across all GPUs. A blank warm start means the run starts from random weights unless you pass --train.weight.
detector/semseg#
Recipe |
About |
Model |
Data |
Warm start |
Epochs |
Batch size |
|---|---|---|---|---|---|---|
|
PTv3 semantic segmentation on JAXTPC 3D data. |
|
|
— |
20 |
48 |
panda/panseg#
Recipe |
About |
Model |
Data |
Warm start |
Epochs |
Batch size |
|---|---|---|---|---|---|---|
|
— |
|
|
— |
20 |
48 |
|
— |
|
|
— |
20 |
48 |
|
Full fine-tuning from the published Panda Particle detector. |
|
|
|
20 |
48 |
|
— |
|
|
— |
20 |
48 |
|
— |
|
|
— |
20 |
48 |
|
— |
|
|
— |
20 |
48 |
|
Full fine-tuning from the published Panda Interaction detector. |
|
|
|
20 |
48 |
|
— |
|
|
— |
20 |
48 |
|
— |
|
|
— |
20 |
48 |
panda/pretrain#
Recipe |
About |
Model |
Data |
Warm start |
Epochs |
Batch size |
|---|---|---|---|---|---|---|
|
Configuration for pretraining a SONATA model on PILArNet dataset with PT-v3m8 backbone (bottleneck CPE variant of Utonia) |
|
|
— |
100 |
48 |
|
Configuration for pretraining a SONATA model on PILArNet dataset |
|
|
— |
100 |
48 |
panda/semseg#
Recipe |
About |
Model |
Data |
Warm start |
Epochs |
Batch size |
|---|---|---|---|---|---|---|
|
— |
|
|
— |
20 |
48 |
|
— |
|
|
— |
20 |
48 |
|
— |
|
|
— |
20 |
48 |
|
— |
|
|
— |
20 |
48 |
polarmae#
Recipe |
About |
Model |
Data |
Warm start |
Epochs |
Batch size |
|---|---|---|---|---|---|---|
|
Self-contained PoLAr-MAE pre-training on PILArNet. |
|
|
— |
100 |
64 |
polarmae/semseg#
Recipe |
About |
Model |
Data |
Warm start |
Epochs |
Batch size |
|---|---|---|---|---|---|---|
|
PoLAr-MAE Semantic Segmentation - Reproduce fine-tuned checkpoint results. |
|
|
— |
1 |
32 |
|
PoLAr-MAE Semantic Segmentation - Full Fine-Tuning (FFT) |
|
|
— |
100 |
32 |
|
PoLAr-MAE Semantic Segmentation - Parameter-Efficient Fine-Tuning (PEFT) |
|
|
— |
50 |
48 |
tests#
Recipe |
About |
Model |
Data |
Warm start |
Epochs |
Batch size |
|---|---|---|---|---|---|---|
|
— |
|
|
— |
1 |
4 |
|
— |
|
|
— |
2 |
4 |
Recipes that don’t load#
These configs fail in Config.fromfile, so neither the catalog nor the launcher can use them.
Recipe |
Error |
|---|---|
|
FileNotFoundError: file “configs/panda/pretrain/pretrain-sonata-v1m3-pilarnet-smallmask-litept-v1m2-M-observable.py” does not exist |
|
FileNotFoundError: file “configs/panda/pretrain/pretrain-sonata-v1m3-pilarnet-smallmask-litept-v1m2-M-observable.py” does not exist |