Upload models - mvgv1iv3

README.md

@@ -43,7 +43,7 @@ Data is prepared with the `ocf_data_sampler/torch_datasets/datasets/site` Datase
 
 <!-- Do not remove the lines below -->
 The training logs for this model commit can be found here:
- - [https://wandb.ai/openclimatefix/gdm-gen/runs/3z7g9npe](https://wandb.ai/openclimatefix/gdm-gen/runs/3z7g9npe)
+ - [https://wandb.ai/openclimatefix/gdm-gen/runs/mvgv1iv3](https://wandb.ai/openclimatefix/gdm-gen/runs/mvgv1iv3)
 
 
 <!-- The hardware section is also just nice to have -->
@@ -61,8 +61,4 @@ This model was trained using the following Open Climate Fix packages:
 <!-- Especially do not change the two lines below -->
 The versions of these packages can be found below:
  - pvnet==5.2.3
- - ocf-data-sampler==0.6.2.post0+git.accd7422.dirty
-
-
----
-**Migration Note**: This model was migrated on 2025-12-17 to pvnet version 5.3.1.post0+git.3d1628c1.dirty
+ - ocf-data-sampler==0.6.2

data_config.yaml

@@ -2,186 +2,54 @@ general:
   description: Example config for producing PVNet samples
   name: example_config
 input_data:
+  site:
+    time_resolution_minutes: 15
+    interval_start_minutes: 0
+    interval_end_minutes: 2880
+    file_path: /mnt/disks/gdm_data/gdm_data/ruvnl_data/india_wind_data_data_sampler_schema_v2.nc
+    metadata_file_path: /mnt/disks/gdm_data/gdm_data/ruvnl_data/india_wind_metadata_data_sampler_schema.csv
+    dropout_timedeltas_minutes: []
+    dropout_fraction: 0
   nwp:
-    gencast:
-      provider: gencast
+    ecmwf:
+      provider: ecmwf
       zarr_path: PLACEHOLDER.zarr
       interval_start_minutes: 0
       interval_end_minutes: 2880
-      time_resolution_minutes: 360
+      time_resolution_minutes: 60
       channels:
-      - mean_2m_temperature
-      - mean_10m_u_component_of_wind
-      - mean_10m_v_component_of_wind
-      - mean_100m_u_component_of_wind
-      - mean_100m_v_component_of_wind
-      - std_2m_temperature
-      - std_10m_u_component_of_wind
-      - std_10m_v_component_of_wind
-      - std_100m_u_component_of_wind
-      - std_100m_v_component_of_wind
-      - P10_2m_temperature
-      - P10_10m_u_component_of_wind
-      - P10_10m_v_component_of_wind
-      - P10_100m_u_component_of_wind
-      - P10_100m_v_component_of_wind
-      - P25_2m_temperature
-      - P25_10m_u_component_of_wind
-      - P25_10m_v_component_of_wind
-      - P25_100m_u_component_of_wind
-      - P25_100m_v_component_of_wind
-      - median_2m_temperature
-      - median_10m_u_component_of_wind
-      - median_10m_v_component_of_wind
-      - median_100m_u_component_of_wind
-      - median_100m_v_component_of_wind
-      - P75_2m_temperature
-      - P75_10m_u_component_of_wind
-      - P75_10m_v_component_of_wind
-      - P75_100m_u_component_of_wind
-      - P75_100m_v_component_of_wind
-      - P90_2m_temperature
-      - P90_10m_u_component_of_wind
-      - P90_10m_v_component_of_wind
-      - P90_100m_u_component_of_wind
-      - P90_100m_v_component_of_wind
-      image_size_pixels_height: 24
-      image_size_pixels_width: 24
+      - t2m
+      - u10
+      - v10
+      - u100
+      - v100
+      - u200
+      - v200
+      image_size_pixels_height: 60
+      image_size_pixels_width: 60
       dropout_timedeltas_minutes:
-      - -480
+      - -360
       dropout_fraction: 1.0
       max_staleness_minutes: null
       normalisation_constants:
-        mean_100m_u_component_of_wind:
-          mean: 0.6590617299079895
-          std: 3.5790820121765137
-        mean_100m_v_component_of_wind:
-          mean: 0.12761691212654114
-          std: 2.9323325157165527
-        mean_10m_u_component_of_wind:
-          mean: 0.4821879267692566
-          std: 2.2281882762908936
-        mean_10m_v_component_of_wind:
-          mean: 0.15181906521320343
-          std: 1.9342707395553589
-        mean_2m_temperature:
-          mean: 299.2518310546875
-          std: 7.597751617431641
-        mean_mean_sea_level_pressure:
-          mean: 100830.2890625
-          std: 680.8427124023438
-        std_100m_u_component_of_wind:
-          mean: 1.4184794425964355
-          std: 0.6928352117538452
-        std_100m_v_component_of_wind:
-          mean: 1.417962908744812
-          std: 0.6868088245391846
-        std_10m_u_component_of_wind:
-          mean: 0.9582880735397339
-          std: 0.4340810179710388
-        std_10m_v_component_of_wind:
-          mean: 0.9518918395042419
-          std: 0.44840630888938904
-        std_2m_temperature:
-          mean: 0.8567765355110168
-          std: 0.33070889115333557
-        std_mean_sea_level_pressure:
-          mean: 51.64792251586914
-          std: 32.0938835144043
-        median_100m_u_component_of_wind:
-          mean: 0.6676918268203735
-          std: 3.639376401901245
-        median_100m_v_component_of_wind:
-          mean: 0.11620805412530899
-          std: 2.985520839691162
-        median_10m_u_component_of_wind:
-          mean: 0.4807472229003906
-          std: 2.2692923545837402
-        median_10m_v_component_of_wind:
-          mean: 0.14560046792030334
-          std: 1.9702688455581665
-        median_2m_temperature:
-          mean: 299.260986328125
-          std: 7.6230292320251465
-        median_mean_sea_level_pressure:
-          mean: 100830.6796875
-          std: 680.1322021484375
-        P10_100m_u_component_of_wind:
-          mean: -1.0963581800460815
-          std: 3.7044365406036377
-        P10_100m_v_component_of_wind:
-          mean: -1.617751955986023
-          std: 3.0236403942108154
-        P10_10m_u_component_of_wind:
-          mean: -0.6955795288085938
-          std: 2.2671751976013184
-        P10_10m_v_component_of_wind:
-          mean: -1.0150115489959717
-          std: 1.971762776374817
-        P10_2m_temperature:
-          mean: 298.1833190917969
-          std: 7.59991455078125
-        P10_mean_sea_level_pressure:
-          mean: 100765.5078125
-          std: 692.2731323242188
-        P25_100m_u_component_of_wind:
-          mean: -0.2732436954975128
-          std: 3.680546283721924
-        P25_100m_v_component_of_wind:
-          mean: -0.8019947409629822
-          std: 2.9948227405548096
-        P25_10m_u_component_of_wind:
-          mean: -0.14633096754550934
-          std: 2.264906883239746
-        P25_10m_v_component_of_wind:
-          mean: -0.4697841703891754
-          std: 1.9634745121002197
-        P25_2m_temperature:
-          mean: 298.70037841796875
-          std: 7.619901657104492
-        P25_mean_sea_level_pressure:
-          mean: 100796.1953125
-          std: 685.6700439453125
-        P75_100m_u_component_of_wind:
-          mean: 1.5902334451675415
-          std: 3.6227025985717773
-        P75_100m_v_component_of_wind:
-          mean: 1.0552120208740234
-          std: 2.9857563972473145
-        P75_10m_u_component_of_wind:
-          mean: 1.1113481521606445
-          std: 2.280269145965576
-        P75_10m_v_component_of_wind:
-          mean: 0.7679195404052734
-          std: 1.9758317470550537
-        P75_2m_temperature:
-          mean: 299.8158874511719
-          std: 7.617563724517822
-        P75_mean_sea_level_pressure:
-          mean: 100865.046875
-          std: 676.5575561523438
-        P90_100m_u_component_of_wind:
-          mean: 2.4127538204193115
-          std: 3.604517936706543
-        P90_100m_v_component_of_wind:
-          mean: 1.8910019397735596
-          std: 3.0057897567749023
-        P90_10m_u_component_of_wind:
-          mean: 1.6698352098464966
-          std: 2.2776920795440674
-        P90_10m_v_component_of_wind:
-          mean: 1.3297827243804932
-          std: 1.9903264045715332
-        P90_2m_temperature:
-          mean: 300.30584716796875
-          std: 7.595254421234131
-        P90_mean_sea_level_pressure:
-          mean: 100894.1015625
-          std: 672.7207641601562
-  generation:
-    time_resolution_minutes: 15
-    interval_start_minutes: 0
-    interval_end_minutes: 2880
-    dropout_timedeltas_minutes: []
-    dropout_fraction: 0
-    zarr_path: /mnt/disks/gdm_data/gdm_data/ruvnl_data/india_wind_data_data_sampler_schema_v2.nc
+        t2m:
+          mean: 283.48333740234375
+          std: 3.692270040512085
+        u10:
+          mean: 1.7677178382873535
+          std: 5.531515598297119
+        u100:
+          mean: 2.393547296524048
+          std: 7.2320556640625
+        u200:
+          mean: 2.7963004112243652
+          std: 8.049470901489258
+        v10:
+          mean: 0.985887885093689
+          std: 5.411230564117432
+        v100:
+          mean: 1.4244288206100464
+          std: 6.944501876831055
+        v200:
+          mean: 1.6010299921035767
+          std: 7.561611652374268

model_config.yaml

@@ -5,18 +5,23 @@ output_quantiles:
 - 0.5
 - 0.75
 - 0.9
+target_key: site
 interval_minutes: 15
 embedding_dim: null
 nwp_encoders_dict:
-  gencast:
+  ecmwf:
     _target_: pvnet.models.late_fusion.encoders.encoders3d.DefaultPVNet
     _partial_: true
-    in_channels: 35
-    out_features: 64
-    number_of_conv3d_layers: 8
-    fc_features: 64
+    in_channels: 7
+    out_features: 32
+    fc_features: 32
+    number_of_conv3d_layers: 3
     conv3d_channels: 16
-    image_size_pixels: 24
+    image_size_pixels: 60
+    stride:
+    - 1
+    - 2
+    - 2
 add_image_embedding_channel: false
 output_network:
   _target_: pvnet.models.late_fusion.linear_networks.networks.ResFCNet
@@ -27,12 +32,13 @@ output_network:
   dropout_frac: 0.2
 include_sun: false
 include_time: true
+include_gsp_yield_history: false
+include_site_yield_history: false
 forecast_minutes: 2880
 history_minutes: 0
 nwp_history_minutes:
-  gencast: 0
+  ecmwf: 0
 nwp_forecast_minutes:
-  gencast: 2880
+  ecmwf: 2880
 nwp_interval_minutes:
-  gencast: 360
-include_generation_history: false
+  ecmwf: 60

model_weights.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e6eaa3406e8c8a34640f08fe8da833fbe68055459218e6d5d358b9c313b4d965
-size 2915336
+oid sha256:0cb8e9baa6f893c479861336cfa64f241f9e4ef641399b0d14b0ed1fe7f01e6b
+size 3963976