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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/PVNet_intra/runs/6e5asxl1](https://wandb.ai/openclimatefix/PVNet_intra/runs/6e5asxl1)
+ - [https://wandb.ai/openclimatefix/PVNet_intra/runs/xquh2tep](https://wandb.ai/openclimatefix/PVNet_intra/runs/xquh2tep)
 
 
 The training logs for all model runs of PVNet2 can be found [here](https://wandb.ai/openclimatefix/pvnet2.1).

config.json

@@ -10,15 +10,6 @@
         0.98
     ],
     "nwp_encoders_dict": {
-        "ukv": {
-            "_target_": "pvnet.models.multimodal.encoders.encoders3d.DefaultPVNet",
-            "_partial_": true,
-            "in_channels": 12,
-            "out_features": 256,
-            "number_of_conv3d_layers": 6,
-            "conv3d_channels": 32,
-            "image_size_pixels": 24
-        },
         "ecmwf": {
             "_target_": "pvnet.models.multimodal.encoders.encoders3d.DefaultPVNet",
             "_partial_": true,
@@ -29,15 +20,6 @@
             "image_size_pixels": 12
         }
     },
-    "sat_encoder": {
-        "_target_": "pvnet.models.multimodal.encoders.encoders3d.DefaultPVNet",
-        "_partial_": true,
-        "in_channels": 11,
-        "out_features": 256,
-        "number_of_conv3d_layers": 6,
-        "conv3d_channels": 32,
-        "image_size_pixels": 24
-    },
     "add_image_embedding_channel": false,
     "pv_encoder": null,
     "output_network": {
@@ -53,19 +35,14 @@
     "include_gsp_yield_history": false,
     "forecast_minutes": 480,
     "history_minutes": 120,
-    "min_sat_delay_minutes": 0,
-    "sat_history_minutes": 90,
     "pv_history_minutes": 180,
     "nwp_history_minutes": {
-        "ukv": 120,
         "ecmwf": 120
     },
     "nwp_forecast_minutes": {
-        "ukv": 480,
         "ecmwf": 480
     },
     "nwp_interval_minutes": {
-        "ukv": 60,
         "ecmwf": 60
     },
     "optimizer": {

data_config.yaml

@@ -6,12 +6,13 @@ input_data:
     dropout_fraction: 0
     dropout_timedeltas_minutes: null
     forecast_minutes: 480
-    history_minutes: 120
+    interval_end_minutes: 480
+    interval_start_minutes: -120
     time_resolution_minutes: 30
-    gsp_zarr_path: PLACEHOLDER.zarr
+    zarr_path: PLACEHOLDER.zarr
   nwp:
     ecmwf:
-      nwp_channels:
+      channels:
       - t2m
       - dswrf
       - dlwrf
@@ -19,7 +20,7 @@ input_data:
       - mcc
       - lcc
       - tcc
-      - sde
+      - sd
       - sr
       - duvrs
       - u10
@@ -27,58 +28,12 @@ input_data:
       dropout_fraction: 1.0
       dropout_timedeltas_minutes:
       - -180
-      nwp_image_size_pixels_height: 12
-      nwp_image_size_pixels_width: 12
-      forecast_minutes: 480
-      history_minutes: 120
+      forecast_minutes: 720.0
+      image_size_pixels_height: 12
+      image_size_pixels_width: 12
+      interval_end_minutes: 480
+      interval_start_minutes: -120
       max_staleness_minutes: null
-      nwp_provider: ecmwf
+      provider: ecmwf
       time_resolution_minutes: 60
-      nwp_zarr_path: PLACEHOLDER.zarr
-    ukv:
-      nwp_channels:
-      - t
-      - dswrf
-      - dlwrf
-      - hcc
-      - mcc
-      - lcc
-      - sde
-      - r
-      - vis
-      - si10
-      - wdir10
-      - prate
-      dropout_fraction: 1.0
-      dropout_timedeltas_minutes:
-      - -180
-      nwp_image_size_pixels_height: 24
-      nwp_image_size_pixels_width: 24
-      forecast_minutes: 480
-      history_minutes: 120
-      max_staleness_minutes: null
-      nwp_provider: ukv
-      time_resolution_minutes: 60
-      nwp_zarr_path: PLACEHOLDER.zarr
-  satellite:
-    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
-    dropout_timedeltas_minutes: null
-    satellite_image_size_pixels_height: 24
-    satellite_image_size_pixels_width: 24
-    forecast_minutes: 0
-    history_minutes: 90
-    live_delay_minutes: 0
-    time_resolution_minutes: 5
-    satellite_zarr_path: PLACEHOLDER.zarr
+      zarr_path: PLACEHOLDER.zarr

pytorch_model.bin

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:cbdf41521d525e179fce3d55beeb2e75da58b013613ecd3c380bc3b6d355fbd2
-size 76978726
+oid sha256:74e4433c14e5d65be5ed78473e79593cf0f91817325933edb0e17f081613ec63
+size 4473190