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README.md

@@ -39,7 +39,7 @@ Data is prepared with the `ocf_datapipes.training.pvnet` datapipe [2].
 ## Results
 
 The training logs for the current model can be found here:
- - [https://wandb.ai/openclimatefix/pvnet2.1/runs/w9rr7op7](https://wandb.ai/openclimatefix/pvnet2.1/runs/w9rr7op7)
+ - [https://wandb.ai/openclimatefix/pvnet2.1/runs/sl517dx2](https://wandb.ai/openclimatefix/pvnet2.1/runs/sl517dx2)
 
 
 The training logs for all model runs of PVNet2 can be found [here](https://wandb.ai/openclimatefix/pvnet2.1).

config.json

@@ -9,19 +9,18 @@
         0.9,
         0.98
     ],
-    "nwp_encoders_dict": null,
-    "sat_encoder": {
-        "_target_": "pvnet.models.multimodal.encoders.encoders3d.ResConv3DNet2",
-        "_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
+    "nwp_encoders_dict": {
+        "ecmwf": {
+            "_target_": "pvnet.models.multimodal.encoders.encoders3d.DefaultPVNet",
+            "_partial_": true,
+            "in_channels": 12,
+            "out_features": 256,
+            "number_of_conv3d_layers": 4,
+            "conv3d_channels": 32,
+            "image_size_pixels": 12
+        }
     },
+    "sat_encoder": null,
     "add_image_embedding_channel": false,
     "pv_encoder": null,
     "output_network": {
@@ -37,11 +36,15 @@
     "include_gsp_yield_history": false,
     "forecast_minutes": 480,
     "history_minutes": 120,
-    "min_sat_delay_minutes": 0,
+    "min_sat_delay_minutes": 30,
     "sat_history_minutes": 90,
     "pv_history_minutes": 180,
-    "nwp_history_minutes": null,
-    "nwp_forecast_minutes": null,
+    "nwp_history_minutes": {
+        "ecmwf": 120
+    },
+    "nwp_forecast_minutes": {
+        "ecmwf": 480
+    },
     "optimizer": {
         "_target_": "pvnet.optimizers.EmbAdamWReduceLROnPlateau",
         "lr": 0.0001,

data_config.yaml

@@ -11,28 +11,34 @@ input_data:
     gsp_zarr_path: PLACEHOLDER.zarr
     history_minutes: 120
     time_resolution_minutes: 30
-  satellite:
-    dropout_fraction: 0.2
-    dropout_timedeltas_minutes:
-    - -5
-    - -10
-    - -15
-    forecast_minutes: 0
-    history_minutes: 90
-    live_delay_minutes: 0
-    satellite_channels:
-    - IR_016
-    - IR_039
-    - IR_087
-    - IR_097
-    - IR_108
-    - IR_120
-    - IR_134
-    - VIS006
-    - VIS008
-    - WV_062
-    - WV_073
-    satellite_image_size_pixels_height: 24
-    satellite_image_size_pixels_width: 24
-    satellite_zarr_path: PLACEHOLDER.zarr
-    time_resolution_minutes: 5
+  nwp:
+    ecmwf:
+      dropout_fraction: 1.0
+      dropout_timedeltas_minutes:
+      - -360
+      forecast_minutes: 480.0
+      history_minutes: 120
+      max_staleness_minutes: null
+      nwp_accum_channels:
+      - dswrf
+      - dlwrf
+      - sr
+      - duvrs
+      nwp_channels:
+      - t2m
+      - dswrf
+      - dlwrf
+      - hcc
+      - mcc
+      - lcc
+      - tcc
+      - sde
+      - sr
+      - duvrs
+      - u10
+      - v10
+      nwp_image_size_pixels_height: 12
+      nwp_image_size_pixels_width: 12
+      nwp_provider: ecmwf
+      nwp_zarr_path: PLACEHOLDER.zarr
+      time_resolution_minutes: 60

pytorch_model.bin

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6f3f95f32d1d322615036c62d9ed936ec6f9e76bd5bb5ccadf98b2b353dcf5c0
-size 7745602
+oid sha256:c11092bc84dfe50ff54237227e5d87ab78229a2b1fecb1c0c48f080a640881fe
+size 4473190