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Integration Journal

Training Plots

training plots

training plots

Prediction Diagnostic Plots

Vector Variables

Scalar Variables

Skill Scores

[
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        "test_skill_ave_trunc_FLDS": 0.9947498440742493,
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        "test_skill_ave_trunc_SRFRAD": 0.9918016195297241,
        "test_skill_ave_trunc_SRFRAD_00": 0.9918016195297241,
        "test_skill_ave_trunc_SOLL": 0.9837478399276733,
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        "test_skill_ave_trunc_SOLS": 0.9843551516532898,
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        "test_skill_ave_trunc_PSL": 0.8966269493103027,
        "test_skill_ave_trunc_PSL_00": 0.8966269493103027,
        "test_skill_ave_trunc_PRECT": 0.9663243293762207,
        "test_skill_ave_trunc_PRECT_00": 0.9663243293762207,
        "test_skill_ave_trunc_PRECC": 0.9528818130493164,
        "test_skill_ave_trunc_PRECC_00": 0.9528818130493164,
        "test_skill_ave_trunc_PRECL": 0.9574083089828491,
        "test_skill_ave_trunc_PRECL_00": 0.9574083089828491,
        "test_skill_ave_trunc_PRECSC": 0.835096001625061,
        "test_skill_ave_trunc_PRECSC_00": 0.835096001625061,
        "test_skill_ave_trunc_PRECSL": 0.8838729858398438,
        "test_skill_ave_trunc_PRECSL_00": 0.8838729858398438,
        "test_mse": 0.1349310725927353
    }
]

Hyper Parameters

ckpt: null
dataset_params:
  dataset: cam4_v2
  inputs:
  - Q
  - T
  - U
  - V
  - OMEGA
  - Z3
  - PS
  - SOLIN
  - SHFLX
  - LHFLX
  - FSNS
  - FLNS
  - FSNT
  - FLNT
  - FSDS
  mean_thres: 1.0e-13
  outputs:
  - PTEQ
  - PTTEND
  - DCQ
  - DTCOND
  - QRS
  - QRL
  - CLOUD
  - CONCLD
  - FSNS
  - FLNS
  - FSNT
  - FLNT
  - FSDS
  - FLDS
  - SRFRAD
  - SOLL
  - SOLS
  - SOLLD
  - SOLSD
  - PSL
  - PRECT
  - PRECC
  - PRECL
  - PRECSC
  - PRECSL
  test:
    batch_size: 331776
    dataset_file: /ssddg1/gaia/cam4_v2/cam4-famip-30m-timestep-second-upload_test.pt
    flatten: true
    include_index: false
    inputs:
    - Q
    - T
    - U
    - V
    - OMEGA
    - Z3
    - PS
    - SOLIN
    - SHFLX
    - LHFLX
    - FSNS
    - FLNS
    - FSNT
    - FLNT
    - FSDS
    outputs:
    - PTEQ
    - PTTEND
    - DCQ
    - DTCOND
    - QRS
    - QRL
    - CLOUD
    - CONCLD
    - FSNS
    - FLNS
    - FSNT
    - FLNT
    - FSDS
    - FLDS
    - SRFRAD
    - SOLL
    - SOLS
    - SOLLD
    - SOLSD
    - PSL
    - PRECT
    - PRECC
    - PRECL
    - PRECSC
    - PRECSL
    shuffle: false
    space_filter: null
    subsample: 1
    var_index_file: /ssddg1/gaia/cam4_v2/cam4-famip-30m-timestep-second-upload_var_index.pt
  train:
    batch_size: 331776
    dataset_file: /ssddg1/gaia/cam4_v2/cam4-famip-30m-timestep-second-upload_train.pt
    flatten: false
    include_index: false
    inputs:
    - Q
    - T
    - U
    - V
    - OMEGA
    - Z3
    - PS
    - SOLIN
    - SHFLX
    - LHFLX
    - FSNS
    - FLNS
    - FSNT
    - FLNT
    - FSDS
    outputs:
    - PTEQ
    - PTTEND
    - DCQ
    - DTCOND
    - QRS
    - QRL
    - CLOUD
    - CONCLD
    - FSNS
    - FLNS
    - FSNT
    - FLNT
    - FSDS
    - FLDS
    - SRFRAD
    - SOLL
    - SOLS
    - SOLLD
    - SOLSD
    - PSL
    - PRECT
    - PRECC
    - PRECL
    - PRECSC
    - PRECSL
    shuffle: true
    space_filter: null
    subsample: 1
    var_index_file: /ssddg1/gaia/cam4_v2/cam4-famip-30m-timestep-second-upload_var_index.pt
  val:
    batch_size: 331776
    dataset_file: /ssddg1/gaia/cam4_v2/cam4-famip-30m-timestep-second-upload_val.pt
    flatten: false
    include_index: false
    inputs:
    - Q
    - T
    - U
    - V
    - OMEGA
    - Z3
    - PS
    - SOLIN
    - SHFLX
    - LHFLX
    - FSNS
    - FLNS
    - FSNT
    - FLNT
    - FSDS
    outputs:
    - PTEQ
    - PTTEND
    - DCQ
    - DTCOND
    - QRS
    - QRL
    - CLOUD
    - CONCLD
    - FSNS
    - FLNS
    - FSNT
    - FLNT
    - FSDS
    - FLDS
    - SRFRAD
    - SOLL
    - SOLS
    - SOLLD
    - SOLSD
    - PSL
    - PRECT
    - PRECC
    - PRECL
    - PRECSC
    - PRECSL
    shuffle: false
    space_filter: null
    subsample: 1
    var_index_file: /ssddg1/gaia/cam4_v2/cam4-famip-30m-timestep-second-upload_var_index.pt
ignore_input_variables: null
input_index: !!python/object/apply:collections.OrderedDict
- - - Q
    - - 0
      - 26
  - - T
    - - 26
      - 52
  - - U
    - - 52
      - 78
  - - V
    - - 78
      - 104
  - - OMEGA
    - - 104
      - 130
  - - Z3
    - - 130
      - 156
  - - PS
    - - 156
      - 157
  - - SOLIN
    - - 157
      - 158
  - - SHFLX
    - - 158
      - 159
  - - LHFLX
    - - 159
      - 160
  - - FSNS
    - - 160
      - 161
  - - FLNS
    - - 161
      - 162
  - - FSNT
    - - 162
      - 163
  - - FLNT
    - - 163
      - 164
  - - FSDS
    - - 164
      - 165
interpolate: null
loss_output_weights:
- 0.0
- 0.0
- 0.0
- 0.0
- 0.0
- 0.0
- 0.0
- 15.379966735839844
- 15.075576782226562
- 17.735641479492188
- 20.865066528320312
- 24.546661376953125
- 28.87786865234375
- 33.97332763671875
- 39.96788024902344
- 47.020111083984375
- 55.316741943359375
- 65.07723999023438
- 76.56002807617188
- 90.06890869140625
- 96.2720947265625
- 90.90582275390625
- 79.45867919921875
- 62.48809814453125
- 40.90594482421875
- 22.00128173828125
- 3.54463791847229
- 3.8441755771636963
- 6.578400135040283
- 9.977412223815918
- 13.285663604736328
- 15.884315490722656
- 16.94454574584961
- 15.379966735839844
- 15.075576782226562
- 17.735641479492188
- 20.865066528320312
- 24.546661376953125
- 28.87786865234375
- 33.97332763671875
- 39.96788024902344
- 47.020111083984375
- 55.316741943359375
- 65.07723999023438
- 76.56002807617188
- 90.06890869140625
- 96.2720947265625
- 90.90582275390625
- 79.45867919921875
- 62.48809814453125
- 40.90594482421875
- 22.00128173828125
- 0.0
- 0.0
- 0.0
- 0.0
- 0.0
- 0.0
- 0.0
- 15.379966735839844
- 15.075576782226562
- 17.735641479492188
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- 24.546661376953125
- 28.87786865234375
- 33.97332763671875
- 39.96788024902344
- 47.020111083984375
- 55.316741943359375
- 65.07723999023438
- 76.56002807617188
- 90.06890869140625
- 96.2720947265625
- 90.90582275390625
- 79.45867919921875
- 62.48809814453125
- 40.90594482421875
- 22.00128173828125
- 0.0
- 3.8441755771636963
- 6.578400135040283
- 9.977412223815918
- 13.285663604736328
- 15.884315490722656
- 16.94454574584961
- 15.379966735839844
- 15.075576782226562
- 17.735641479492188
- 20.865066528320312
- 24.546661376953125
- 28.87786865234375
- 33.97332763671875
- 39.96788024902344
- 47.020111083984375
- 55.316741943359375
- 65.07723999023438
- 76.56002807617188
- 90.06890869140625
- 96.2720947265625
- 90.90582275390625
- 79.45867919921875
- 62.48809814453125
- 40.90594482421875
- 22.00128173828125
- 3.54463791847229
- 3.8441755771636963
- 6.578400135040283
- 9.977412223815918
- 13.285663604736328
- 15.884315490722656
- 16.94454574584961
- 15.379966735839844
- 15.075576782226562
- 17.735641479492188
- 20.865066528320312
- 24.546661376953125
- 28.87786865234375
- 33.97332763671875
- 39.96788024902344
- 47.020111083984375
- 55.316741943359375
- 65.07723999023438
- 76.56002807617188
- 90.06890869140625
- 96.2720947265625
- 90.90582275390625
- 79.45867919921875
- 62.48809814453125
- 40.90594482421875
- 22.00128173828125
- 3.54463791847229
- 3.8441755771636963
- 6.578400135040283
- 9.977412223815918
- 13.285663604736328
- 15.884315490722656
- 16.94454574584961
- 15.379966735839844
- 15.075576782226562
- 17.735641479492188
- 20.865066528320312
- 24.546661376953125
- 28.87786865234375
- 33.97332763671875
- 39.96788024902344
- 47.020111083984375
- 55.316741943359375
- 65.07723999023438
- 76.56002807617188
- 90.06890869140625
- 96.2720947265625
- 90.90582275390625
- 79.45867919921875
- 62.48809814453125
- 40.90594482421875
- 22.00128173828125
- 0.0
- 3.8441755771636963
- 6.578400135040283
- 9.977412223815918
- 13.285663604736328
- 15.884315490722656
- 16.94454574584961
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- 20.865066528320312
- 24.546661376953125
- 28.87786865234375
- 33.97332763671875
- 39.96788024902344
- 47.020111083984375
- 55.316741943359375
- 65.07723999023438
- 76.56002807617188
- 90.06890869140625
- 96.2720947265625
- 90.90582275390625
- 79.45867919921875
- 62.48809814453125
- 40.90594482421875
- 22.00128173828125
- 0.0
- 0.0
- 0.0
- 0.0
- 0.0
- 15.884315490722656
- 16.94454574584961
- 15.379966735839844
- 15.075576782226562
- 17.735641479492188
- 20.865066528320312
- 24.546661376953125
- 28.87786865234375
- 33.97332763671875
- 39.96788024902344
- 47.020111083984375
- 55.316741943359375
- 65.07723999023438
- 76.56002807617188
- 90.06890869140625
- 96.2720947265625
- 90.90582275390625
- 79.45867919921875
- 62.48809814453125
- 40.90594482421875
- 0.0
- 38.17523193359375
- 38.17523193359375
- 38.17523193359375
- 38.17523193359375
- 38.17523193359375
- 38.17523193359375
- 38.17523193359375
- 38.17523193359375
- 38.17523193359375
- 38.17523193359375
- 38.17523193359375
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- 38.17523193359375
- 38.17523193359375
- 38.17523193359375
lr: 0.001
lr_schedule: cosine
memory_variables: null
model_config:
  dropout: 0.01
  hidden_size: 512
  input_size: 165
  leaky_relu: 0.15
  model_type: fcn
  num_layers: 7
  output_size: 225
  use_index: false
model_type: fcn
optimizer: adam
output_index: !!python/object/apply:collections.OrderedDict
- - - PTEQ
    - - 0
      - 26
  - - PTTEND
    - - 26
      - 52
  - - DCQ
    - - 52
      - 78
  - - DTCOND
    - - 78
      - 104
  - - QRS
    - - 104
      - 130
  - - QRL
    - - 130
      - 156
  - - CLOUD
    - - 156
      - 182
  - - CONCLD
    - - 182
      - 208
  - - FSNS
    - - 208
      - 209
  - - FLNS
    - - 209
      - 210
  - - FSNT
    - - 210
      - 211
  - - FLNT
    - - 211
      - 212
  - - FSDS
    - - 212
      - 213
  - - FLDS
    - - 213
      - 214
  - - SRFRAD
    - - 214
      - 215
  - - SOLL
    - - 215
      - 216
  - - SOLS
    - - 216
      - 217
  - - SOLLD
    - - 217
      - 218
  - - SOLSD
    - - 218
      - 219
  - - PSL
    - - 219
      - 220
  - - PRECT
    - - 220
      - 221
  - - PRECC
    - - 221
      - 222
  - - PRECL
    - - 222
      - 223
  - - PRECSC
    - - 223
      - 224
  - - PRECSL
    - - 224
      - 225
predict_hidden_states: false
replace_std_with_range: false
use_output_scaling: false