Migrate model to pvnet version 5.0.6.post0+git.e31d0340.dirty

.gitattributes

@@ -1 +1,2 @@
 pytorch_model.bin filter=lfs diff=lfs merge=lfs -text
+model_weights.safetensors filter=lfs diff=lfs merge=lfs -text

README.md

@@ -39,7 +39,7 @@ Data is prepared with the `ocf_data_sampler/torch_datasets/datasets/pvnet_uk` Da
 ## Results
 
 The training logs for the current model can be found here:
- - [https://wandb.ai/openclimatefix/NL-Solar/runs/l06ylklb](https://wandb.ai/openclimatefix/NL-Solar/runs/l06ylklb)
+ - [https://wandb.ai/openclimatefix/NL-Solar/runs/r4naockv](https://wandb.ai/openclimatefix/NL-Solar/runs/r4naockv)
 
 
 The training logs for all model runs of PVNet2 can be found [here](https://wandb.ai/openclimatefix/pvnet2.1).
@@ -60,4 +60,8 @@ This model was trained using the following Open Climate Fix packages:
 
 The versions of these packages can be found below:
  - pvnet==4.1.18
- - ocf-data-sampler==0.2.34
+ - ocf-data-sampler==0.2.31
+
+
+---
+**Migration Note**: This model (HF commit 9ebb76d6497d3f0e53607e99b8ffe33679259464) was migrated on 2025-09-10 to pvnet version 5.0.6.post0+git.e31d0340.dirty

data_config.yaml

@@ -27,9 +27,9 @@ input_data:
       dropout_fraction: 1.0
       dropout_timedeltas_minutes:
       - -180
-      image_size_pixels_height: 30
-      image_size_pixels_width: 30
-      interval_end_minutes: 2160
+      image_size_pixels_height: 36
+      image_size_pixels_width: 36
+      interval_end_minutes: 2880
       interval_start_minutes: -120
       max_staleness_minutes: null
       normalisation_constants:
@@ -169,11 +169,11 @@ input_data:
   site:
     capacity_mode: variable
     file_path: /home/zak/projects/PVNet/nl_solar/pv_data/netherlands_pv_data_v2.nc
-    interval_end_minutes: 2160
+    interval_end_minutes: 2880
     interval_start_minutes: -2880
     metadata_file_path: /home/zak/projects/PVNet/nl_solar/pv_data/netherlands_metadata.csv
     time_resolution_minutes: 15
   solar_position:
-    interval_end_minutes: 2160
+    interval_end_minutes: 2880
     interval_start_minutes: -2880
     time_resolution_minutes: 15

model_config.yaml

@@ -1,4 +1,4 @@
-_target_: pvnet.models.multimodal.multimodal.Model
+_target_: pvnet.models.LateFusionModel
 output_quantiles:
 - 0.02
 - 0.1
@@ -9,15 +9,15 @@ output_quantiles:
 - 0.98
 nwp_encoders_dict:
   ecmwf:
-    _target_: pvnet.models.multimodal.encoders.encoders3d.DefaultPVNet
+    _target_: pvnet.models.late_fusion.encoders.encoders3d.DefaultPVNet
     _partial_: true
     in_channels: 14
     out_features: 64
     number_of_conv3d_layers: 4
     conv3d_channels: 32
-    image_size_pixels: 30
+    image_size_pixels: 36
 sat_encoder:
-  _target_: pvnet.models.multimodal.encoders.encoders3d.DefaultPVNet
+  _target_: pvnet.models.late_fusion.encoders.encoders3d.DefaultPVNet
   _partial_: true
   in_channels: 11
   out_features: 256
@@ -25,9 +25,17 @@ sat_encoder:
   conv3d_channels: 32
   image_size_pixels: 100
 add_image_embedding_channel: false
+pv_encoder:
+  _target_: pvnet.models.late_fusion.site_encoders.encoders.SingleAttentionNetwork
+  _partial_: true
+  num_sites: 1
+  out_features: 64
+  num_heads: 4
+  kdim: 64
+  id_embed_dim: 64
 target_key: site
 output_network:
-  _target_: pvnet.models.multimodal.linear_networks.networks.ResFCNet2
+  _target_: pvnet.models.late_fusion.linear_networks.networks.ResFCNet
   _partial_: true
   fc_hidden_features: 128
   n_res_blocks: 6
@@ -36,10 +44,7 @@ output_network:
 embedding_dim: 16
 include_sun: true
 include_gsp_yield_history: false
-include_site_yield_history: true
-include_time: true
-adapt_batches: true
-forecast_minutes: 2160
+forecast_minutes: 2880
 history_minutes: 2880
 interval_minutes: 15
 min_sat_delay_minutes: 60
@@ -49,14 +54,6 @@ pv_interval_minutes: 15
 nwp_history_minutes:
   ecmwf: 120
 nwp_forecast_minutes:
-  ecmwf: 2160
+  ecmwf: 2880
 nwp_interval_minutes:
   ecmwf: 60
-optimizer:
-  _target_: pvnet.optimizers.EmbAdamWReduceLROnPlateau
-  lr: 0.0001
-  weight_decay: 0.01
-  amsgrad: true
-  patience: 4
-  factor: 0.1
-  threshold: 0.002

pytorch_model.bin → model_weights.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8bfe52f9ed5dff412bef2dc0b3a085b49d86cf88ab590ded2d87802d785b7c53
-size 1200460551
+oid sha256:8ad51e8341008745f6e88e4104b1483bc4bcf98379f57cd589cfbdb634351023
+size 1548563104