Config updates finalised

openclimatefix · Dec 18, 2024 · dc6f6cd · dc6f6cd
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diff --git a/configs.example/datamodule/configuration/example_configuration.yaml b/configs.example/datamodule/configuration/example_configuration.yaml
@@ -1,124 +1,48 @@
 general:
-  description: Example data config for creating PVNet batches
-  name: example_pvnet
+  description: Example config for producing PVNet samples for a reneweble generation site
+  name: site_example_config
 
 input_data:
-  default_history_minutes: 120
-  default_forecast_minutes: 480
+
+  # Either use Site OR GSP configuration
+  site:
+    # Path to Site data in NetCDF format
+    file_path: PLACEHOLDER.nc
+    # Path to metadata in CSV format
+    metadata_file_path: PLACEHOLDER.csv
+    time_resolution_minutes: 15
+    interval_start_minutes: -60
+    # Specified for intraday currently
+    interval_end_minutes: 480
+    dropout_timedeltas_minutes: null
+    dropout_fraction: 0 # Fraction of samples with dropout
 
   gsp:
-    # Path to the GSP data. This should be a zarr file
+    # Path to GSP data in zarr format
     # e.g. gs://solar-pv-nowcasting-data/PV/GSP/v7/pv_gsp.zarr
-    gsp_zarr_path: PLACEHOLDER.zarr
-    history_minutes: 120
-    forecast_minutes: 480
+    zarr_path: PLACEHOLDER.zarr
+    interval_start_minutes: -60
+    # Specified for intraday currently
+    interval_end_minutes: 480
     time_resolution_minutes: 30
-    # A random value from the list below will be chosen as the delay when dropout is used
+    # Random value from the list below will be chosen as the delay when dropout is used
     # If set to null no dropout is applied. Only values before t0 are dropped out for GSP.
     # Values after t0 are assumed as targets and cannot be dropped.
     dropout_timedeltas_minutes: null
     dropout_fraction: 0 # Fraction of samples with dropout
 
-  pv:
-    pv_files_groups:
-      - label: solar_sheffield_passiv
-        # Path to the site-level PV data. This should be a netcdf
-        # e.g gs://solar-pv-nowcasting-data/PV/Passive/ocf_formatted/v0/passiv.netcdf
-        pv_filename: PLACEHOLDER.netcdf
-        # Path to the site-level PV metadata. This choudl be a csv
-        # e.g gs://solar-pv-nowcasting-data/PV/Passive/ocf_formatted/v0/system_metadata.csv
-        pv_metadata_filename: PLACEHOLDER.csv
-    # This is the list of pv_ml_ids to be sliced from the PV site level data
-    # The IDs below are 349 of the PV systems which have very little NaN data in the historic data
-    # and which are still reporting live (as of Oct 2023)
-    pv_ml_ids:
-      [
-        154, 155, 156, 158, 159, 160, 162, 164, 165, 166, 167, 168, 169, 171, 173, 177, 178, 179,
-        181, 182, 185, 186, 187, 188, 189, 190, 191, 192, 193, 197, 198, 199, 200, 202, 204, 205,
-        206, 208, 209, 211, 214, 215, 216, 217, 218, 219, 220, 221, 225, 229, 230, 232, 233, 234,
-        236, 242, 243, 245, 252, 254, 255, 256, 257, 258, 260, 261, 262, 265, 267, 268, 272, 273,
-        275, 276, 277, 280, 281, 282, 283, 287, 289, 291, 292, 293, 294, 295, 296, 297, 298, 301,
-        302, 303, 304, 306, 307, 309, 310, 311, 317, 318, 319, 320, 321, 322, 323, 325, 326, 329,
-        332, 333, 335, 336, 338, 340, 342, 344, 345, 346, 348, 349, 352, 354, 355, 356, 357, 360,
-        362, 363, 368, 369, 370, 371, 372, 374, 375, 376, 378, 380, 382, 384, 385, 388, 390, 391,
-        393, 396, 397, 398, 399, 400, 401, 403, 404, 405, 406, 407, 409, 411, 412, 413, 414, 415,
-        416, 417, 418, 419, 420, 421, 422, 423, 424, 425, 426, 427, 429, 431, 435, 437, 438, 440,
-        441, 444, 447, 450, 451, 453, 456, 457, 458, 459, 464, 465, 466, 467, 468, 470, 471, 473,
-        474, 476, 477, 479, 480, 481, 482, 485, 486, 488, 490, 491, 492, 493, 496, 498, 501, 503,
-        506, 507, 508, 509, 510, 511, 512, 513, 515, 516, 517, 519, 520, 521, 522, 524, 526, 527,
-        528, 531, 532, 536, 537, 538, 540, 541, 542, 543, 544, 545, 549, 550, 551, 552, 553, 554,
-        556, 557, 560, 561, 563, 566, 568, 571, 572, 575, 576, 577, 579, 580, 581, 582, 584, 585,
-        588, 590, 594, 595, 597, 600, 602, 603, 604, 606, 611, 613, 614, 616, 618, 620, 622, 623,
-        624, 625, 626, 628, 629, 630, 631, 636, 637, 638, 640, 641, 642, 644, 645, 646, 650, 651,
-        652, 653, 654, 655, 657, 660, 661, 662, 663, 666, 667, 668, 670, 675, 676, 679, 681, 683,
-        684, 685, 687, 696, 698, 701, 702, 703, 704, 706, 710, 722, 723, 724, 725, 727, 728, 729,
-        730, 732, 733, 734, 735, 736, 737
-      ]
-    history_minutes: 180
-    forecast_minutes: 0
-    time_resolution_minutes: 5
-    # A random value from the list below will be chosen as the delay when dropout is used.
-    # If set to null no dropout is applied. All PV systems are dropped together with this setting.
-    dropout_timedeltas_minutes: null
-    dropout_fraction: 0 # Fraction of samples with dropout
-    # A random value from the list below will be chosen as the delay when system dropout is used.
-    # If set to null no dropout is applied. All PV systems are indpendently with this setting.
-    system_dropout_timedeltas_minutes: null
-    # For ech sample a differnt dropout probability is used which is uniformly sampled from the min
-    # and max below
-    system_dropout_fraction_min: 0
-    system_dropout_fraction_max: 0
-
   nwp:
-    ukv:
-      nwp_provider: ukv
-      nwp_zarr_path:
-        # Path(s) to UKV NWP data in zarr format
-        # e.g. gs://solar-pv-nowcasting-data/NWP/UK_Met_Office/UKV_intermediate_version_7.zarr
-        - PLACEHOLDER.zarr
-      history_minutes: 120
-      forecast_minutes: 480
-      time_resolution_minutes: 60
-      nwp_channels:
-        # These variables exist in the CEDA training set and in the live MetOffice live service
-        - t # 2-metre temperature
-        - dswrf # downwards short-wave radiation flux
-        - dlwrf # downwards long-wave radiation flux
-        - hcc # high cloud cover
-        - mcc # medium cloud cover
-        - lcc # low cloud cover
-        - sde # snow depth water equivalent
-        - r # relative humidty
-        - vis # visibility
-        - si10 # 10-metre wind speed
-        - wdir10 # 10-metre wind direction
-        - prate # precipitation rate
-        # These variables exist in CEDA training data but not in the live MetOffice live service
-        - hcct # height of convective cloud top, meters above surface. NaN if no clouds
-        - cdcb # height of lowest cloud base > 3 oktas
-        - dpt # dew point temperature
-        - prmsl # mean sea level pressure
-        - h # geometrical? (maybe geopotential?) height
-      nwp_image_size_pixels_height: 24
-      nwp_image_size_pixels_width: 24
-      # A random value from the list below will be chosen as the delay when dropout is used
-      # If set to null no dropout is applied. Values must be negative.
-      dropout_timedeltas_minutes: [-180]
-      # Dropout applied with this probability
-      dropout_fraction: 1.0
-      # How long after the NWP init-time are we still willing to use this forecast
-      # If null we use each init-time for all steps it covers
-      max_staleness_minutes: null
 
     ecmwf:
-      nwp_provider: ecmwf
+      provider: ecmwf
       # Path to ECMWF NWP data in zarr format
       # n.b. It is not necessary to use multiple or any NWP data. These entries can be removed
-      nwp_zarr_path: PLACEHOLDER.zarr
-      history_minutes: 120
-      forecast_minutes: 480
+      zarr_path: PLACEHOLDER.zarr
+      interval_start_minutes: -60
+      # Specified for intraday currently
+      interval_end_minutes: 480
       time_resolution_minutes: 60
-      nwp_channels:
+      channels:
         - t2m # 2-metre temperature
         - dswrf # downwards short-wave radiation flux
         - dlwrf # downwards long-wave radiation flux
@@ -136,23 +60,55 @@ input_data:
         - v10 # 10-metre V component of wind speed
         - v100 # 100-metre V component of wind speed
         - v200 # 200-metre V component of wind speed
-      nwp_image_size_pixels_height: 12 # roughly equivalent to UKV 24 pixels
-      nwp_image_size_pixels_width: 12
-      dropout_timedeltas_minutes: [-180]
-      dropout_fraction: 1.0
+      image_size_pixels_height: 24
+      image_size_pixels_width: 24
+      dropout_timedeltas_minutes: [-360]
+      dropout_fraction: 1.0 # Fraction of samples with dropout
+      max_staleness_minutes: null
+
+    ukv:
+      provider: ukv
+      # Path to UKV NWP data in zarr format
+      # e.g. gs://solar-pv-nowcasting-data/NWP/UK_Met_Office/UKV_intermediate_version_7.zarr
+      # n.b. It is not necessary to use multiple or any NWP data. These entries can be removed
+      zarr_path: PLACEHOLDER.zarr
+      interval_start_minutes: -60
+      # Specified for intraday currently
+      interval_end_minutes: 480
+      time_resolution_minutes: 60
+      channels:
+        - t # 2-metre temperature
+        - dswrf # downwards short-wave radiation flux
+        - dlwrf # downwards long-wave radiation flux
+        - hcc # high cloud cover
+        - mcc # medium cloud cover
+        - lcc # low cloud cover
+        - sde # snow depth water equivalent
+        - r # relative humidty
+        - vis # visibility
+        - si10 # 10-metre wind speed
+        - wdir10 # 10-metre wind direction
+        - prate # precipitation rate
+        # These variables exist in CEDA training data but not in the live MetOffice live service
+        - hcct # height of convective cloud top, meters above surface. NaN if no clouds
+        - cdcb # height of lowest cloud base > 3 oktas
+        - dpt # dew point temperature
+        - prmsl # mean sea level pressure
+        - h # geometrical? (maybe geopotential?) height
+      image_size_pixels_height: 24
+      image_size_pixels_width: 24
+      dropout_timedeltas_minutes: [-360]
+      dropout_fraction: 1.0 # Fraction of samples with dropout
       max_staleness_minutes: null
 
   satellite:
-    satellite_zarr_path:
-      # Path(s) to non-HRV satellite data in zarr format
-      # e.g. gs://solar-pv-nowcasting-data/satellite/EUMETSAT/SEVIRI_RSS/v4/2020_nonhrv.zarr
-      - PLACEHOLDER.zarr
-    history_minutes: 90
-    forecast_minutes: 0 # Deprecated for most use cases
-    live_delay_minutes: 60 # Only data up to time t0-60minutes is inluced in slice
+    # Path to Satellite data (non-HRV) in zarr format
+    # e.g. gs://solar-pv-nowcasting-data/satellite/EUMETSAT/SEVIRI_RSS/v4/2020_nonhrv.zarr
+    zarr_path: PLACEHOLDER.zarr
+    interval_start_minutes: -30
+    interval_end_minutes: 0
     time_resolution_minutes: 5
-    satellite_channels:
-      # Uses for each channel taken from https://resources.eumetrain.org/data/3/311/bsc_s4.pdf
+    channels:
       - IR_016 # Surface, cloud phase
       - IR_039 # Surface, clouds, wind fields
       - IR_087 # Surface, clouds, atmospheric instability
@@ -164,9 +120,7 @@ input_data:
       - VIS008 # Surface, clouds, wind fields
       - WV_062 # Water vapor, high level clouds, upper air analysis
       - WV_073 # Water vapor, atmospheric instability, upper-level dynamics
-    satellite_image_size_pixels_height: 24
-    satellite_image_size_pixels_width: 24
-    # A random value from the list below will be chosen as the delay when dropout is used
-    # If set to null no dropout is applied. Values must be negative.
+    image_size_pixels_height: 24
+    image_size_pixels_width: 24
     dropout_timedeltas_minutes: null
     dropout_fraction: 0 # Fraction of samples with dropout
diff --git a/configs.example/datamodule/premade_batches.yaml b/configs.example/datamodule/premade_batches.yaml
@@ -1,8 +1,10 @@
 _target_: pvnet.data.datamodule.DataModule
 configuration: null
-# The batch_dir is the location batches were saved to using the save_batches.py script
-# The batch_dir should contain train and val subdirectories with batches
-batch_dir: "PLACEHOLDER"
+
+# The sample_dir is the location batches were saved to using the save_batches.py script
+# The sample_dir should contain train and val subdirectories with batches
+
+sample_dir: "PLACEHOLDER"
 num_workers: 10
 prefetch_factor: 2
 batch_size: 8
diff --git a/configs.example/datamodule/streamed_batches.yaml b/configs.example/datamodule/streamed_batches.yaml
@@ -2,21 +2,19 @@ _target_: pvnet.data.datamodule.DataModule
 # Path to the data configuration yaml file. You can find examples in the configuration subdirectory
 # in configs.example/datamodule/configuration
 # Use the full local path such as: /FULL/PATH/PVNet/configs/datamodule/configuration/gcp_configuration.yaml"
+
 configuration: "PLACEHOLDER.yaml"
 num_workers: 20
 prefetch_factor: 2
 batch_size: 8
-batch_output_dir: "PLACEHOLDER"
-num_train_batches: 2
-num_val_batches: 1
 
+sample_output_dir: "PLACEHOLDER"
+num_train_samples: 2
+num_val_samples: 1
 
 train_period:
   - null
   - "2022-05-07"
 val_period:
   - "2022-05-08"
   - "2023-05-08"
-test_period:
-  - "2022-05-08"
-  - "2023-05-08"
diff --git a/pyproject.toml b/pyproject.toml
@@ -6,7 +6,7 @@ dynamic = ["version", "readme"]
 license={file="LICENCE"}
 
 dependencies = [
-    "ocf_data_sampler==0.0.26",
+    "ocf_data_sampler==0.0.32",
     "ocf_datapipes>=3.3.34",
     "ocf_ml_metrics>=0.0.11",
     "numpy",