┏━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┓
┃   ┃ Name                     ┃ Type                 ┃ Params ┃
┡━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━┩
│ 0 │ criterion                │ WeightedMSELoss      │      0 │
│ 1 │ model                    │ TransformerLSTMModel │  4.2 M │
│ 2 │ model.encoder_grn        │ GatedResidualNetwork │  134 K │
│ 3 │ model.decoder_grn        │ GatedResidualNetwork │  133 K │
│ 4 │ model.encoder            │ LSTM                 │  1.1 M │
│ 5 │ model.decoder            │ LSTM                 │  1.1 M │
│ 6 │ model.transformer_blocks │ ModuleList           │  1.8 M │
│ 7 │ model.output_head        │ Linear               │    257 │
└───┴──────────────────────────┴──────────────────────┴────────┘

https://app.neptune.ai/o/hysteresis/org/TransformerLSTM/runs/details?viewId=standard-view&shortId=TFLSTM-15

On cs-ccr-ml004, with 1 GPU, started 2025-07-29.