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README.md

@@ -40,7 +40,7 @@ Data is prepared with the `ocf_datapipes.training.windnet` datapipe [2].
 ## Results
 
 The training logs for the current model can be found here:
- - [https://wandb.ai/openclimatefix/wind_mo_global/runs/gtd1imu1](https://wandb.ai/openclimatefix/wind_mo_global/runs/gtd1imu1)
+ - [https://wandb.ai/openclimatefix/wind_mo_global/runs/21t9xqfn](https://wandb.ai/openclimatefix/wind_mo_global/runs/21t9xqfn)
 
 
 

config.json

@@ -17,6 +17,15 @@
             "hidden_channels": 256,
             "image_size_pixels": 42
         },
+        "gfs": {
+            "_target_": "pvnet.models.multimodal.encoders.encoders3d.ResConv3DNet2",
+            "_partial_": true,
+            "in_channels": 6,
+            "out_features": 256,
+            "n_res_blocks": 3,
+            "hidden_channels": 256,
+            "image_size_pixels": 10
+        },
         "mo_global": {
             "_target_": "pvnet.models.multimodal.encoders.encoders3d.ResConv3DNet2",
             "_partial_": true,
@@ -51,14 +60,17 @@
     "history_minutes": 60,
     "nwp_history_minutes": {
         "ecmwf": 60,
+        "gfs": 0,
         "mo_global": 60
     },
     "nwp_forecast_minutes": {
         "ecmwf": 2880,
+        "gfs": 2220,
         "mo_global": 1860
     },
     "nwp_interval_minutes": {
         "ecmwf": 60,
+        "gfs": 180,
         "mo_global": 60
     },
     "wind_history_minutes": 60,
@@ -72,5 +84,6 @@
         "patience": 5,
         "factor": 0.1,
         "threshold": 0.002
-    }
+    },
+    "adapt_batches": true
 }

data_config.yaml

@@ -22,11 +22,29 @@ input_data:
       - v100
       - u200
       - v200
-      nwp_image_size_pixels_height: 84
-      nwp_image_size_pixels_width: 84
+      nwp_image_size_pixels_height: 42
+      nwp_image_size_pixels_width: 42
       nwp_provider: ecmwf
       nwp_zarr_path: PLACEHOLDER.zarr
       time_resolution_minutes: 60
+    gfs:
+      dropout_fraction: 1.0
+      dropout_timedeltas_minutes:
+      - -300
+      forecast_minutes: 2160.0
+      history_minutes: 0
+      nwp_channels:
+      - t
+      - prate
+      - u10
+      - v10
+      - u100
+      - v100
+      nwp_image_size_pixels_height: 10
+      nwp_image_size_pixels_width: 10
+      nwp_provider: gfs
+      nwp_zarr_path: PLACEHOLDER.zarr
+      time_resolution_minutes: 180
     mo_global:
       dropout_fraction: 1.0
       dropout_timedeltas_minutes:

pytorch_model.bin

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a0a8e1afbaf49ab521fdde6863ae78ff4d3ab86b3986240919383be45a92b5fe
-size 191545394
+oid sha256:06081decbb9a54acc2b0e5e4fceb12b2bc578f5a6956a279ee2b58906cbea3f8
+size 237767722