Upload models - re47gi6l

README.md

@@ -43,7 +43,7 @@ Data is prepared with the `ocf_data_sampler/torch_datasets/datasets/pvnet_uk` Da
 
 <!-- Do not remove the lines below -->
 The training logs for this model commit can be found here:
- - [https://wandb.ai/openclimatefix/NL-Solar/runs/pgqofwv5](https://wandb.ai/openclimatefix/NL-Solar/runs/pgqofwv5)
+ - [https://wandb.ai/openclimatefix/NL-Solar/runs/re47gi6l](https://wandb.ai/openclimatefix/NL-Solar/runs/re47gi6l)
 
 
 <!-- The hardware section is also just nice to have -->

data_config.yaml

@@ -8,8 +8,10 @@ input_data:
     time_resolution_minutes: 15
     interval_start_minutes: -2880
     interval_end_minutes: 2160
-    dropout_timedeltas_minutes: []
-    dropout_fraction: 0
+    dropout_timedeltas_minutes:
+    - -15
+    dropout_fraction: 1.0
+    dropout_value: -1
   nwp:
     ecmwf:
       provider: ecmwf
@@ -34,7 +36,6 @@ input_data:
       - snow_depth_gl
       - temperature_sl
       - total_precipitation_rate_gl
-      - visibility_sl
       - wind_u_component_10m
       - wind_v_component_10m
       image_size_pixels_height: 32
@@ -110,6 +111,62 @@ input_data:
         diff_direct_shortwave_radiation_flux_gl:
           mean: 469169.5
           std: 818950.6875
+  satellite:
+    zarr_path: PLACEHOLDER.zarr
+    interval_start_minutes: -60
+    interval_end_minutes: 0
+    time_resolution_minutes: 5
+    channels:
+    - IR_016
+    - IR_039
+    - IR_087
+    - IR_097
+    - IR_108
+    - IR_120
+    - IR_134
+    - VIS006
+    - VIS008
+    - WV_062
+    - WV_073
+    image_size_pixels_height: 50
+    image_size_pixels_width: 50
+    dropout_timedeltas_minutes:
+    - -5
+    dropout_fraction: 1.0
+    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
   solar_position:
     interval_start_minutes: -2880
     interval_end_minutes: 2160

model_config.yaml

@@ -11,7 +11,7 @@ nwp_encoders_dict:
   ecmwf:
     _target_: pvnet.models.late_fusion.encoders.encoders3d.DefaultPVNet
     _partial_: true
-    in_channels: 14
+    in_channels: 13
     out_features: 64
     fc_features: 32
     stride:
@@ -21,7 +21,19 @@ nwp_encoders_dict:
     number_of_conv3d_layers: 4
     conv3d_channels: 32
     image_size_pixels: 32
-add_image_embedding_channel: false
+sat_encoder:
+  _target_: pvnet.models.late_fusion.encoders.encoders3d.DefaultPVNet
+  _partial_: true
+  in_channels: 11
+  out_features: 128
+  fc_features: 32
+  stride:
+  - 1
+  - 2
+  - 2
+  number_of_conv3d_layers: 4
+  conv3d_channels: 32
+  image_size_pixels: 50
 output_network:
   _target_: pvnet.models.late_fusion.linear_networks.networks.ResFCNet
   _partial_: true
@@ -38,8 +50,8 @@ location_id_mapping:
   0: 0
 forecast_minutes: 2160
 history_minutes: 2880
-min_sat_delay_minutes: 30
-sat_history_minutes: 90
+min_sat_delay_minutes: 5
+sat_history_minutes: 65
 pv_history_minutes: 2880
 nwp_history_minutes:
   ecmwf: 120

model_weights.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:405b7a7f8c121ddf48933b062757065faf0ae929feceab0a261969e616a5a9e8
-size 2092856
+oid sha256:f963d24d947f0d745403c2f67770e56604e062c8020cea3e55caa9b2c015887f
+size 2756464