Migrate model to pvnet version 5.0.3.post0+git.c5a17176.dirty

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/pvnet2.1/runs/rydw0jo0](https://wandb.ai/openclimatefix/pvnet2.1/runs/rydw0jo0)
+ - [https://wandb.ai/openclimatefix/pvnet2.1/runs/uuyepo74](https://wandb.ai/openclimatefix/pvnet2.1/runs/uuyepo74)
 
 
 The training logs for all model runs of PVNet2 can be found [here](https://wandb.ai/openclimatefix/pvnet2.1).

data_config.yaml

@@ -78,119 +78,6 @@ input_data:
       provider: ecmwf
       time_resolution_minutes: 60
       zarr_path: PLACEHOLDER.zarr
-    ukv:
-      channels:
-      - t
-      - dswrf
-      - dlwrf
-      - hcc
-      - mcc
-      - lcc
-      - sde
-      - r
-      - vis
-      - si10
-      - prate
-      dropout_fraction: 1.0
-      dropout_timedeltas_minutes:
-      - -180
-      image_size_pixels_height: 24
-      image_size_pixels_width: 24
-      interval_end_minutes: 480
-      interval_start_minutes: -120
-      max_staleness_minutes: null
-      normalisation_constants:
-        dlwrf:
-          mean: 325.03130139
-          std: 39.45988077
-        dswrf:
-          mean: 111.28265039
-          std: 190.47216887
-        hcc:
-          mean: 29.11949682
-          std: 38.07184418
-        lcc:
-          mean: 50.08362643
-          std: 39.33210726
-        mcc:
-          mean: 40.88984494
-          std: 41.91144559
-        prate:
-          mean: 3.45793433e-05
-          std: 0.00021497
-        r:
-          mean: 81.79229501
-          std: 11.45012499
-        sde:
-          mean: 0.00289545
-          std: 0.1029753
-        si10:
-          mean: 6.88348448
-          std: 3.94718813
-        t:
-          mean: 283.64913206
-          std: 4.38818501
-        vis:
-          mean: 32262.03285118
-          std: 21578.97975625
-      provider: ukv
-      time_resolution_minutes: 60
-      zarr_path: PLACEHOLDER.zarr
-  satellite:
-    channels:
-    - IR_016
-    - IR_039
-    - IR_087
-    - IR_097
-    - IR_108
-    - IR_120
-    - IR_134
-    - VIS006
-    - VIS008
-    - WV_062
-    - WV_073
-    dropout_fraction: 0.0
-    dropout_timedeltas_minutes: []
-    image_size_pixels_height: 24
-    image_size_pixels_width: 24
-    interval_end_minutes: -30
-    interval_start_minutes: -60
-    normalisation_constants:
-      IR_016:
-        mean: 0.17594202
-        std: 0.21462157
-      IR_039:
-        mean: 0.86167645
-        std: 0.04618041
-      IR_087:
-        mean: 0.7719318
-        std: 0.06687243
-      IR_097:
-        mean: 0.8014212
-        std: 0.0468558
-      IR_108:
-        mean: 0.71254843
-        std: 0.17482725
-      IR_120:
-        mean: 0.89058584
-        std: 0.06115861
-      IR_134:
-        mean: 0.944365
-        std: 0.04492306
-      VIS006:
-        mean: 0.09633306
-        std: 0.12184761
-      VIS008:
-        mean: 0.11426069
-        std: 0.13090034
-      WV_062:
-        mean: 0.7359355
-        std: 0.16111417
-      WV_073:
-        mean: 0.62479186
-        std: 0.12924142
-    time_resolution_minutes: 5
-    zarr_path: PLACEHOLDER.zarr
   solar_position:
     interval_end_minutes: 480
     interval_start_minutes: -120

model_config.yaml

@@ -8,14 +8,6 @@ output_quantiles:
 - 0.9
 - 0.98
 nwp_encoders_dict:
-  ukv:
-    _target_: pvnet.models.late_fusion.encoders.encoders3d.DefaultPVNet
-    _partial_: true
-    in_channels: 11
-    out_features: 256
-    number_of_conv3d_layers: 6
-    conv3d_channels: 32
-    image_size_pixels: 24
   ecmwf:
     _target_: pvnet.models.late_fusion.encoders.encoders3d.DefaultPVNet
     _partial_: true
@@ -24,17 +16,7 @@ nwp_encoders_dict:
     number_of_conv3d_layers: 4
     conv3d_channels: 32
     image_size_pixels: 12
-sat_encoder:
-  _target_: pvnet.models.late_fusion.encoders.encoders3d.ResConv3DNet
-  _partial_: true
-  in_channels: 11
-  out_features: 256
-  image_size_pixels: 24
-  hidden_channels: 32
-  n_res_blocks: 3
-  res_block_layers: 3
-  batch_norm: true
-  dropout_frac: 0.0
+sat_encoder: null
 add_image_embedding_channel: false
 pv_encoder: null
 output_network:
@@ -49,14 +31,12 @@ include_sun: true
 include_gsp_yield_history: false
 forecast_minutes: 480
 history_minutes: 120
-min_sat_delay_minutes: 30
+min_sat_delay_minutes: 0
 sat_history_minutes: 60
 pv_history_minutes: 180
 nwp_history_minutes:
-  ukv: 120
   ecmwf: 120
 nwp_forecast_minutes:
-  ukv: 480
   ecmwf: 480
 location_id_mapping:
   1: 1

model_weights.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0d5a4a77caefe1ddeb5821505f8a0f3500e980eab03a789896404bde4a63f7a7
-size 34499984
+oid sha256:3a27e27f3e53a9804e8eaa30164eae5c037c0edeaf554f8737de22b867d343e4
+size 4447688