Add all four ensemble members as subfolders
Browse files- README.md +48 -13
- model1/config.json +121 -0
- model1/model.safetensors +3 -0
- model1/preprocessor_config.json +1083 -0
- model2/config.json +121 -0
- model2/model.safetensors +3 -0
- model2/preprocessor_config.json +1083 -0
- model3/config.json +121 -0
- model3/model.safetensors +3 -0
- model3/preprocessor_config.json +1083 -0
- model4/config.json +121 -0
- model4/model.safetensors +3 -0
- model4/preprocessor_config.json +1083 -0
README.md
CHANGED
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@@ -28,8 +28,7 @@ simply several draws — which here is just the batch dimension.
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| [WeatherNextCyclones](https://huggingface.co/kashif/weathernext-cyclones) | 0.25° (721×1440) | 40,962 | 183.8M | no |
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These weights correspond to `WeatherNext2_<2025_model1`, trained on data through 2024 and fine-tuned for
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-
initialization from operational ECMWF HRES analysis.
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-
(`model1`–`model4`); this repository holds the first.
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## Usage
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@@ -61,17 +60,6 @@ forecast = processor.postprocess(outputs.prediction, state)
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print(forecast["2m_temperature"].shape) # (1, 721, 1440)
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```
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-
### Ensembles
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-
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Repeat the inputs along the batch axis; each member gets its own noise draw.
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-
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-
```python
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members = 8
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inputs = {key: value.repeat(members, *([1] * (value.ndim - 1))) for key, value in inputs.items()}
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with torch.no_grad():
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outputs = model(**inputs, generator=torch.Generator().manual_seed(0))
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-
```
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-
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### Autoregressive rollout
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Each 6-hour step draws fresh noise. `advance_state` drops the oldest frame, appends the forecast, recomputes the clock
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@@ -88,6 +76,53 @@ for step in range(20): # 5 days
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state = processor.advance_state(state, forecast, valid_time)
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```
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## Model details
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| 93 |
- **Architecture**: encode–process–decode graph network. The lat/lon grid is encoded, projected onto an icosahedral
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| [WeatherNextCyclones](https://huggingface.co/kashif/weathernext-cyclones) | 0.25° (721×1440) | 40,962 | 183.8M | no |
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| 29 |
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| 30 |
These weights correspond to `WeatherNext2_<2025_model1`, trained on data through 2024 and fine-tuned for
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+
initialization from operational ECMWF HRES analysis. All four independently trained members (`model1`–`model4`) are included; see [Ensembles](#ensembles).
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## Usage
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print(forecast["2m_temperature"].shape) # (1, 721, 1440)
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```
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### Autoregressive rollout
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Each 6-hour step draws fresh noise. `advance_state` drops the oldest frame, appends the forecast, recomputes the clock
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state = processor.advance_state(state, forecast, valid_time)
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```
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## Ensembles
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There are two independent ensembles here, and useful forecasts combine both.
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**1. Noise ensemble (within one checkpoint).** This is the FGN mechanism: each member is one draw of the
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32-dimensional noise vector through the same weights. Members are the batch axis, and stay independent through an
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autoregressive rollout.
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+
```python
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+
members = 8
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+
inputs = processor(state, seconds_since_epoch=valid_time)
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+
inputs = {key: value.repeat(members, *([1] * (value.ndim - 1))) for key, value in inputs.items()}
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| 91 |
+
with torch.no_grad():
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+
outputs = model(**inputs, generator=torch.Generator().manual_seed(0))
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+
```
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+
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| 95 |
+
At 0.25° one member needs roughly 50 GB, so batching all members at once usually will not fit on a single device.
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Loop over draws instead (or shard them across devices); the result is identical.
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+
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+
```python
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| 99 |
+
predictions = []
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| 100 |
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for member in range(members):
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noise = torch.randn(1, model.config.noise_channels, generator=torch.Generator().manual_seed(member))
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| 102 |
+
with torch.no_grad():
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| 103 |
+
predictions.append(model(**inputs, noise=noise).prediction)
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+
```
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| 105 |
+
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| 106 |
+
**2. Multi-model ensemble (across checkpoints).** The released product is four independently trained networks. Member 1
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+
is at the repository root; all four are also available as subfolders, so you can loop uniformly.
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| 108 |
+
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| 109 |
+
```python
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| 110 |
+
REPO = "kashif/weathernext2"
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| 111 |
+
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| 112 |
+
def load_member(member: int, revision: str = "main"):
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| 113 |
+
return WeatherNext2ForWeatherForecasting.from_pretrained(
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| 114 |
+
REPO, subfolder=f"model{member}", revision=revision
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| 115 |
+
).eval()
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| 116 |
+
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| 117 |
+
models = [load_member(i) for i in range(1, 5)] # or a subset, they are ~700 MB each
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| 118 |
+
```
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| 119 |
+
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| 120 |
+
`subfolder` works the same way for [`WeatherNext2Processor`] and `AutoConfig`, since each subfolder holds its own
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+
`config.json` and `preprocessor_config.json`. The processors are identical across members, so loading one is enough.
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+
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Combining the two gives the full ensemble: `num_models x num_noise_draws` trajectories, from which you take the
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| 124 |
+
ensemble mean, spread, or whatever quantiles the downstream product needs.
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| 125 |
+
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| 126 |
## Model details
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| 127 |
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| 128 |
- **Architecture**: encode–process–decode graph network. The lat/lon grid is encoded, projected onto an icosahedral
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model1/config.json
ADDED
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@@ -0,0 +1,121 @@
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{
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| 2 |
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"aggregate_normalization": 4.0,
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| 3 |
+
"architectures": [
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"WeatherNext2ForWeatherForecasting"
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| 5 |
+
],
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| 6 |
+
"atmospheric_variables": [
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+
"temperature",
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| 8 |
+
"geopotential",
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| 9 |
+
"u_component_of_wind",
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| 10 |
+
"v_component_of_wind",
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| 11 |
+
"vertical_velocity",
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| 12 |
+
"specific_humidity"
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+
],
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| 14 |
+
"attention_dropout": 0.0,
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| 15 |
+
"attention_k_hop": 32,
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| 16 |
+
"ball_query_radius_fraction": 0.6,
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| 17 |
+
"dtype": "float32",
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| 18 |
+
"edge_hidden_size": 32,
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| 19 |
+
"forcing_variables": [
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| 20 |
+
"year_progress_sin",
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| 21 |
+
"year_progress_cos",
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| 22 |
+
"day_progress_sin",
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| 23 |
+
"day_progress_cos"
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| 24 |
+
],
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| 25 |
+
"global_variables": [
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| 26 |
+
"year_progress_sin",
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| 27 |
+
"year_progress_cos"
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| 28 |
+
],
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| 29 |
+
"grid_latitudes": 721,
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| 30 |
+
"grid_longitudes": 1440,
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| 31 |
+
"hidden_act": "gelu_pytorch_tanh",
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| 32 |
+
"hidden_size": 768,
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| 33 |
+
"initializer_range": 0.02,
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| 34 |
+
"input_variables": [
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| 35 |
+
"temperature",
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| 36 |
+
"geopotential",
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| 37 |
+
"u_component_of_wind",
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| 38 |
+
"v_component_of_wind",
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| 39 |
+
"vertical_velocity",
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| 40 |
+
"specific_humidity",
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| 41 |
+
"2m_temperature",
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| 42 |
+
"mean_sea_level_pressure",
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| 43 |
+
"10m_v_component_of_wind",
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| 44 |
+
"10m_u_component_of_wind",
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| 45 |
+
"sea_surface_temperature",
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| 46 |
+
"100m_u_component_of_wind",
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| 47 |
+
"100m_v_component_of_wind",
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| 48 |
+
"geopotential_at_surface",
|
| 49 |
+
"land_sea_mask",
|
| 50 |
+
"year_progress_sin",
|
| 51 |
+
"year_progress_cos",
|
| 52 |
+
"day_progress_sin",
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| 53 |
+
"day_progress_cos"
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| 54 |
+
],
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| 55 |
+
"intermediate_size": 3072,
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| 56 |
+
"layer_norm_eps": 1e-05,
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| 57 |
+
"mesh_splits": 6,
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| 58 |
+
"mlp_act": "silu",
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| 59 |
+
"model_type": "weathernext2",
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| 60 |
+
"noise_channels": 32,
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| 61 |
+
"num_attention_heads": 6,
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| 62 |
+
"num_hidden_layers": 24,
|
| 63 |
+
"num_input_timesteps": 2,
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| 64 |
+
"pressure_levels": [
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+
50,
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| 66 |
+
100,
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| 67 |
+
150,
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| 68 |
+
200,
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| 69 |
+
250,
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| 70 |
+
300,
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| 71 |
+
400,
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| 72 |
+
500,
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| 73 |
+
600,
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| 74 |
+
700,
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| 75 |
+
850,
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| 76 |
+
925,
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| 77 |
+
1000
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| 78 |
+
],
|
| 79 |
+
"sigmoid_shifted_outputs": {
|
| 80 |
+
"cyclone_exists_gaussian_unit_mode": 2.0
|
| 81 |
+
},
|
| 82 |
+
"static_variables": [
|
| 83 |
+
"geopotential_at_surface",
|
| 84 |
+
"land_sea_mask"
|
| 85 |
+
],
|
| 86 |
+
"target_variables": [
|
| 87 |
+
"temperature",
|
| 88 |
+
"geopotential",
|
| 89 |
+
"u_component_of_wind",
|
| 90 |
+
"v_component_of_wind",
|
| 91 |
+
"vertical_velocity",
|
| 92 |
+
"specific_humidity",
|
| 93 |
+
"2m_temperature",
|
| 94 |
+
"mean_sea_level_pressure",
|
| 95 |
+
"10m_v_component_of_wind",
|
| 96 |
+
"10m_u_component_of_wind",
|
| 97 |
+
"sea_surface_temperature",
|
| 98 |
+
"100m_u_component_of_wind",
|
| 99 |
+
"100m_v_component_of_wind",
|
| 100 |
+
"total_precipitation_6hr",
|
| 101 |
+
"cyclone_exists_gaussian_unit_mode",
|
| 102 |
+
"cyclone_all_wind_disc",
|
| 103 |
+
"cyclone_usa_wind_disc",
|
| 104 |
+
"cyclone_usa_r34_ne_radius_disc",
|
| 105 |
+
"cyclone_usa_r34_se_radius_disc",
|
| 106 |
+
"cyclone_usa_r34_sw_radius_disc",
|
| 107 |
+
"cyclone_usa_r34_nw_radius_disc",
|
| 108 |
+
"cyclone_usa_r50_ne_radius_disc",
|
| 109 |
+
"cyclone_usa_r50_se_radius_disc",
|
| 110 |
+
"cyclone_usa_r50_sw_radius_disc",
|
| 111 |
+
"cyclone_usa_r50_nw_radius_disc",
|
| 112 |
+
"cyclone_usa_r64_ne_radius_disc",
|
| 113 |
+
"cyclone_usa_r64_se_radius_disc",
|
| 114 |
+
"cyclone_usa_r64_sw_radius_disc",
|
| 115 |
+
"cyclone_usa_r64_nw_radius_disc",
|
| 116 |
+
"cyclone_usa_rmw_disc",
|
| 117 |
+
"cyclone_usa_pres_disc"
|
| 118 |
+
],
|
| 119 |
+
"time_step_hours": 6,
|
| 120 |
+
"transformers_version": "5.15.0.dev0"
|
| 121 |
+
}
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model1/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:3465621ef4a5082192f015cbef2fba1dd2999b47db7e2a9726f517599f5eb1fa
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| 3 |
+
size 735190748
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model1/preprocessor_config.json
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+
7.4439860454349,
|
| 1018 |
+
9.530971466781395,
|
| 1019 |
+
11.833251453884516,
|
| 1020 |
+
13.323697105050952,
|
| 1021 |
+
13.281009474266675,
|
| 1022 |
+
11.176528485619341,
|
| 1023 |
+
9.138486340819489,
|
| 1024 |
+
7.7688275505141196,
|
| 1025 |
+
6.842992386527618,
|
| 1026 |
+
6.236308409453112,
|
| 1027 |
+
6.441839341845105,
|
| 1028 |
+
5.282142263549749
|
| 1029 |
+
],
|
| 1030 |
+
"vertical_velocity": [
|
| 1031 |
+
0.012572451721676007,
|
| 1032 |
+
0.02594134710703176,
|
| 1033 |
+
0.05227129338800826,
|
| 1034 |
+
0.0830063057075752,
|
| 1035 |
+
0.11417074817832003,
|
| 1036 |
+
0.1455834123707333,
|
| 1037 |
+
0.19457869795194835,
|
| 1038 |
+
0.2172654473332933,
|
| 1039 |
+
0.2280859108142561,
|
| 1040 |
+
0.23842950166337834,
|
| 1041 |
+
0.238405529771511,
|
| 1042 |
+
0.20379343277531195,
|
| 1043 |
+
0.1437028599390172
|
| 1044 |
+
],
|
| 1045 |
+
"year_progress": 0.2881891384922495,
|
| 1046 |
+
"year_progress_cos": 0.7071509235274698,
|
| 1047 |
+
"year_progress_sin": 0.707047579547844
|
| 1048 |
+
},
|
| 1049 |
+
"target_variables": [
|
| 1050 |
+
"temperature",
|
| 1051 |
+
"geopotential",
|
| 1052 |
+
"u_component_of_wind",
|
| 1053 |
+
"v_component_of_wind",
|
| 1054 |
+
"vertical_velocity",
|
| 1055 |
+
"specific_humidity",
|
| 1056 |
+
"2m_temperature",
|
| 1057 |
+
"mean_sea_level_pressure",
|
| 1058 |
+
"10m_v_component_of_wind",
|
| 1059 |
+
"10m_u_component_of_wind",
|
| 1060 |
+
"sea_surface_temperature",
|
| 1061 |
+
"100m_u_component_of_wind",
|
| 1062 |
+
"100m_v_component_of_wind",
|
| 1063 |
+
"total_precipitation_6hr",
|
| 1064 |
+
"cyclone_exists_gaussian_unit_mode",
|
| 1065 |
+
"cyclone_all_wind_disc",
|
| 1066 |
+
"cyclone_usa_wind_disc",
|
| 1067 |
+
"cyclone_usa_r34_ne_radius_disc",
|
| 1068 |
+
"cyclone_usa_r34_se_radius_disc",
|
| 1069 |
+
"cyclone_usa_r34_sw_radius_disc",
|
| 1070 |
+
"cyclone_usa_r34_nw_radius_disc",
|
| 1071 |
+
"cyclone_usa_r50_ne_radius_disc",
|
| 1072 |
+
"cyclone_usa_r50_se_radius_disc",
|
| 1073 |
+
"cyclone_usa_r50_sw_radius_disc",
|
| 1074 |
+
"cyclone_usa_r50_nw_radius_disc",
|
| 1075 |
+
"cyclone_usa_r64_ne_radius_disc",
|
| 1076 |
+
"cyclone_usa_r64_se_radius_disc",
|
| 1077 |
+
"cyclone_usa_r64_sw_radius_disc",
|
| 1078 |
+
"cyclone_usa_r64_nw_radius_disc",
|
| 1079 |
+
"cyclone_usa_rmw_disc",
|
| 1080 |
+
"cyclone_usa_pres_disc"
|
| 1081 |
+
],
|
| 1082 |
+
"time_step_hours": 6
|
| 1083 |
+
}
|
model2/config.json
ADDED
|
@@ -0,0 +1,121 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"aggregate_normalization": 4.0,
|
| 3 |
+
"architectures": [
|
| 4 |
+
"WeatherNext2ForWeatherForecasting"
|
| 5 |
+
],
|
| 6 |
+
"atmospheric_variables": [
|
| 7 |
+
"temperature",
|
| 8 |
+
"geopotential",
|
| 9 |
+
"u_component_of_wind",
|
| 10 |
+
"v_component_of_wind",
|
| 11 |
+
"vertical_velocity",
|
| 12 |
+
"specific_humidity"
|
| 13 |
+
],
|
| 14 |
+
"attention_dropout": 0.0,
|
| 15 |
+
"attention_k_hop": 32,
|
| 16 |
+
"ball_query_radius_fraction": 0.6,
|
| 17 |
+
"dtype": "float32",
|
| 18 |
+
"edge_hidden_size": 32,
|
| 19 |
+
"forcing_variables": [
|
| 20 |
+
"year_progress_sin",
|
| 21 |
+
"year_progress_cos",
|
| 22 |
+
"day_progress_sin",
|
| 23 |
+
"day_progress_cos"
|
| 24 |
+
],
|
| 25 |
+
"global_variables": [
|
| 26 |
+
"year_progress_sin",
|
| 27 |
+
"year_progress_cos"
|
| 28 |
+
],
|
| 29 |
+
"grid_latitudes": 721,
|
| 30 |
+
"grid_longitudes": 1440,
|
| 31 |
+
"hidden_act": "gelu_pytorch_tanh",
|
| 32 |
+
"hidden_size": 768,
|
| 33 |
+
"initializer_range": 0.02,
|
| 34 |
+
"input_variables": [
|
| 35 |
+
"temperature",
|
| 36 |
+
"geopotential",
|
| 37 |
+
"u_component_of_wind",
|
| 38 |
+
"v_component_of_wind",
|
| 39 |
+
"vertical_velocity",
|
| 40 |
+
"specific_humidity",
|
| 41 |
+
"2m_temperature",
|
| 42 |
+
"mean_sea_level_pressure",
|
| 43 |
+
"10m_v_component_of_wind",
|
| 44 |
+
"10m_u_component_of_wind",
|
| 45 |
+
"sea_surface_temperature",
|
| 46 |
+
"100m_u_component_of_wind",
|
| 47 |
+
"100m_v_component_of_wind",
|
| 48 |
+
"geopotential_at_surface",
|
| 49 |
+
"land_sea_mask",
|
| 50 |
+
"year_progress_sin",
|
| 51 |
+
"year_progress_cos",
|
| 52 |
+
"day_progress_sin",
|
| 53 |
+
"day_progress_cos"
|
| 54 |
+
],
|
| 55 |
+
"intermediate_size": 3072,
|
| 56 |
+
"layer_norm_eps": 1e-05,
|
| 57 |
+
"mesh_splits": 6,
|
| 58 |
+
"mlp_act": "silu",
|
| 59 |
+
"model_type": "weathernext2",
|
| 60 |
+
"noise_channels": 32,
|
| 61 |
+
"num_attention_heads": 6,
|
| 62 |
+
"num_hidden_layers": 24,
|
| 63 |
+
"num_input_timesteps": 2,
|
| 64 |
+
"pressure_levels": [
|
| 65 |
+
50,
|
| 66 |
+
100,
|
| 67 |
+
150,
|
| 68 |
+
200,
|
| 69 |
+
250,
|
| 70 |
+
300,
|
| 71 |
+
400,
|
| 72 |
+
500,
|
| 73 |
+
600,
|
| 74 |
+
700,
|
| 75 |
+
850,
|
| 76 |
+
925,
|
| 77 |
+
1000
|
| 78 |
+
],
|
| 79 |
+
"sigmoid_shifted_outputs": {
|
| 80 |
+
"cyclone_exists_gaussian_unit_mode": 2.0
|
| 81 |
+
},
|
| 82 |
+
"static_variables": [
|
| 83 |
+
"geopotential_at_surface",
|
| 84 |
+
"land_sea_mask"
|
| 85 |
+
],
|
| 86 |
+
"target_variables": [
|
| 87 |
+
"temperature",
|
| 88 |
+
"geopotential",
|
| 89 |
+
"u_component_of_wind",
|
| 90 |
+
"v_component_of_wind",
|
| 91 |
+
"vertical_velocity",
|
| 92 |
+
"specific_humidity",
|
| 93 |
+
"2m_temperature",
|
| 94 |
+
"mean_sea_level_pressure",
|
| 95 |
+
"10m_v_component_of_wind",
|
| 96 |
+
"10m_u_component_of_wind",
|
| 97 |
+
"sea_surface_temperature",
|
| 98 |
+
"100m_u_component_of_wind",
|
| 99 |
+
"100m_v_component_of_wind",
|
| 100 |
+
"total_precipitation_6hr",
|
| 101 |
+
"cyclone_exists_gaussian_unit_mode",
|
| 102 |
+
"cyclone_all_wind_disc",
|
| 103 |
+
"cyclone_usa_wind_disc",
|
| 104 |
+
"cyclone_usa_r34_ne_radius_disc",
|
| 105 |
+
"cyclone_usa_r34_se_radius_disc",
|
| 106 |
+
"cyclone_usa_r34_sw_radius_disc",
|
| 107 |
+
"cyclone_usa_r34_nw_radius_disc",
|
| 108 |
+
"cyclone_usa_r50_ne_radius_disc",
|
| 109 |
+
"cyclone_usa_r50_se_radius_disc",
|
| 110 |
+
"cyclone_usa_r50_sw_radius_disc",
|
| 111 |
+
"cyclone_usa_r50_nw_radius_disc",
|
| 112 |
+
"cyclone_usa_r64_ne_radius_disc",
|
| 113 |
+
"cyclone_usa_r64_se_radius_disc",
|
| 114 |
+
"cyclone_usa_r64_sw_radius_disc",
|
| 115 |
+
"cyclone_usa_r64_nw_radius_disc",
|
| 116 |
+
"cyclone_usa_rmw_disc",
|
| 117 |
+
"cyclone_usa_pres_disc"
|
| 118 |
+
],
|
| 119 |
+
"time_step_hours": 6,
|
| 120 |
+
"transformers_version": "5.15.0.dev0"
|
| 121 |
+
}
|
model2/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ef751ba4e57517a1a0c7b69084f38512bed3d219c5e9f15530fe0974dab3c081
|
| 3 |
+
size 735190748
|
model2/preprocessor_config.json
ADDED
|
@@ -0,0 +1,1083 @@
|
|
|
|
|
|
|
|
|
|
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|
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|
| 1 |
+
{
|
| 2 |
+
"atmospheric_variables": [
|
| 3 |
+
"temperature",
|
| 4 |
+
"geopotential",
|
| 5 |
+
"u_component_of_wind",
|
| 6 |
+
"v_component_of_wind",
|
| 7 |
+
"vertical_velocity",
|
| 8 |
+
"specific_humidity"
|
| 9 |
+
],
|
| 10 |
+
"diffs_stddev_by_level": {
|
| 11 |
+
"100m_u_component_of_wind": 2.8724644772751793,
|
| 12 |
+
"100m_v_component_of_wind": 3.1648334389975545,
|
| 13 |
+
"10m_u_component_of_wind": 2.2499901294404236,
|
| 14 |
+
"10m_v_component_of_wind": 2.477609082148393,
|
| 15 |
+
"10m_wind_gust_since_previous_post_processing": 2.545839214725464,
|
| 16 |
+
"2m_dewpoint_temperature": 1.8065216717852064,
|
| 17 |
+
"2m_temperature": 2.5883234840491407,
|
| 18 |
+
"clear_sky_direct_solar_radiation_at_surface": 1289174.214185969,
|
| 19 |
+
"clear_sky_direct_solar_radiation_at_surface_12hr": 8340957.42302206,
|
| 20 |
+
"clear_sky_direct_solar_radiation_at_surface_1hr": 1289174.2141859706,
|
| 21 |
+
"clear_sky_direct_solar_radiation_at_surface_24hr": 167095.398938028,
|
| 22 |
+
"clear_sky_direct_solar_radiation_at_surface_2hr": 2536436.333345841,
|
| 23 |
+
"clear_sky_direct_solar_radiation_at_surface_3hr": 3704104.4479462453,
|
| 24 |
+
"clear_sky_direct_solar_radiation_at_surface_6hr": 6462412.430241175,
|
| 25 |
+
"convective_available_potential_energy": 187.68694596776757,
|
| 26 |
+
"convective_inhibition": 128.01245802376496,
|
| 27 |
+
"convective_precipitation": 0.00028841567987796993,
|
| 28 |
+
"cyclone_all_wind_disc": 2.5184570234783696,
|
| 29 |
+
"cyclone_all_wind_sparse": 2.4397211372759102,
|
| 30 |
+
"cyclone_bom_exists_disc": 0.0015831270177122782,
|
| 31 |
+
"cyclone_bom_exists_gaussian_probability": 0.00016628465412838172,
|
| 32 |
+
"cyclone_bom_exists_gaussian_unit_mode": 0.0012859740241440627,
|
| 33 |
+
"cyclone_bom_exists_sparse": 0.00181477975471265,
|
| 34 |
+
"cyclone_bom_pres_disc": 2.270500160040555,
|
| 35 |
+
"cyclone_bom_pres_sparse": 2.1850131999648577,
|
| 36 |
+
"cyclone_bom_r34_ne_radius_disc": 6.155237914984527,
|
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"cyclone_usa_r64_ne_radius_disc",
|
| 1076 |
+
"cyclone_usa_r64_se_radius_disc",
|
| 1077 |
+
"cyclone_usa_r64_sw_radius_disc",
|
| 1078 |
+
"cyclone_usa_r64_nw_radius_disc",
|
| 1079 |
+
"cyclone_usa_rmw_disc",
|
| 1080 |
+
"cyclone_usa_pres_disc"
|
| 1081 |
+
],
|
| 1082 |
+
"time_step_hours": 6
|
| 1083 |
+
}
|
model3/config.json
ADDED
|
@@ -0,0 +1,121 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"aggregate_normalization": 4.0,
|
| 3 |
+
"architectures": [
|
| 4 |
+
"WeatherNext2ForWeatherForecasting"
|
| 5 |
+
],
|
| 6 |
+
"atmospheric_variables": [
|
| 7 |
+
"temperature",
|
| 8 |
+
"geopotential",
|
| 9 |
+
"u_component_of_wind",
|
| 10 |
+
"v_component_of_wind",
|
| 11 |
+
"vertical_velocity",
|
| 12 |
+
"specific_humidity"
|
| 13 |
+
],
|
| 14 |
+
"attention_dropout": 0.0,
|
| 15 |
+
"attention_k_hop": 32,
|
| 16 |
+
"ball_query_radius_fraction": 0.6,
|
| 17 |
+
"dtype": "float32",
|
| 18 |
+
"edge_hidden_size": 32,
|
| 19 |
+
"forcing_variables": [
|
| 20 |
+
"year_progress_sin",
|
| 21 |
+
"year_progress_cos",
|
| 22 |
+
"day_progress_sin",
|
| 23 |
+
"day_progress_cos"
|
| 24 |
+
],
|
| 25 |
+
"global_variables": [
|
| 26 |
+
"year_progress_sin",
|
| 27 |
+
"year_progress_cos"
|
| 28 |
+
],
|
| 29 |
+
"grid_latitudes": 721,
|
| 30 |
+
"grid_longitudes": 1440,
|
| 31 |
+
"hidden_act": "gelu_pytorch_tanh",
|
| 32 |
+
"hidden_size": 768,
|
| 33 |
+
"initializer_range": 0.02,
|
| 34 |
+
"input_variables": [
|
| 35 |
+
"temperature",
|
| 36 |
+
"geopotential",
|
| 37 |
+
"u_component_of_wind",
|
| 38 |
+
"v_component_of_wind",
|
| 39 |
+
"vertical_velocity",
|
| 40 |
+
"specific_humidity",
|
| 41 |
+
"2m_temperature",
|
| 42 |
+
"mean_sea_level_pressure",
|
| 43 |
+
"10m_v_component_of_wind",
|
| 44 |
+
"10m_u_component_of_wind",
|
| 45 |
+
"sea_surface_temperature",
|
| 46 |
+
"100m_u_component_of_wind",
|
| 47 |
+
"100m_v_component_of_wind",
|
| 48 |
+
"geopotential_at_surface",
|
| 49 |
+
"land_sea_mask",
|
| 50 |
+
"year_progress_sin",
|
| 51 |
+
"year_progress_cos",
|
| 52 |
+
"day_progress_sin",
|
| 53 |
+
"day_progress_cos"
|
| 54 |
+
],
|
| 55 |
+
"intermediate_size": 3072,
|
| 56 |
+
"layer_norm_eps": 1e-05,
|
| 57 |
+
"mesh_splits": 6,
|
| 58 |
+
"mlp_act": "silu",
|
| 59 |
+
"model_type": "weathernext2",
|
| 60 |
+
"noise_channels": 32,
|
| 61 |
+
"num_attention_heads": 6,
|
| 62 |
+
"num_hidden_layers": 24,
|
| 63 |
+
"num_input_timesteps": 2,
|
| 64 |
+
"pressure_levels": [
|
| 65 |
+
50,
|
| 66 |
+
100,
|
| 67 |
+
150,
|
| 68 |
+
200,
|
| 69 |
+
250,
|
| 70 |
+
300,
|
| 71 |
+
400,
|
| 72 |
+
500,
|
| 73 |
+
600,
|
| 74 |
+
700,
|
| 75 |
+
850,
|
| 76 |
+
925,
|
| 77 |
+
1000
|
| 78 |
+
],
|
| 79 |
+
"sigmoid_shifted_outputs": {
|
| 80 |
+
"cyclone_exists_gaussian_unit_mode": 2.0
|
| 81 |
+
},
|
| 82 |
+
"static_variables": [
|
| 83 |
+
"geopotential_at_surface",
|
| 84 |
+
"land_sea_mask"
|
| 85 |
+
],
|
| 86 |
+
"target_variables": [
|
| 87 |
+
"temperature",
|
| 88 |
+
"geopotential",
|
| 89 |
+
"u_component_of_wind",
|
| 90 |
+
"v_component_of_wind",
|
| 91 |
+
"vertical_velocity",
|
| 92 |
+
"specific_humidity",
|
| 93 |
+
"2m_temperature",
|
| 94 |
+
"mean_sea_level_pressure",
|
| 95 |
+
"10m_v_component_of_wind",
|
| 96 |
+
"10m_u_component_of_wind",
|
| 97 |
+
"sea_surface_temperature",
|
| 98 |
+
"100m_u_component_of_wind",
|
| 99 |
+
"100m_v_component_of_wind",
|
| 100 |
+
"total_precipitation_6hr",
|
| 101 |
+
"cyclone_exists_gaussian_unit_mode",
|
| 102 |
+
"cyclone_all_wind_disc",
|
| 103 |
+
"cyclone_usa_wind_disc",
|
| 104 |
+
"cyclone_usa_r34_ne_radius_disc",
|
| 105 |
+
"cyclone_usa_r34_se_radius_disc",
|
| 106 |
+
"cyclone_usa_r34_sw_radius_disc",
|
| 107 |
+
"cyclone_usa_r34_nw_radius_disc",
|
| 108 |
+
"cyclone_usa_r50_ne_radius_disc",
|
| 109 |
+
"cyclone_usa_r50_se_radius_disc",
|
| 110 |
+
"cyclone_usa_r50_sw_radius_disc",
|
| 111 |
+
"cyclone_usa_r50_nw_radius_disc",
|
| 112 |
+
"cyclone_usa_r64_ne_radius_disc",
|
| 113 |
+
"cyclone_usa_r64_se_radius_disc",
|
| 114 |
+
"cyclone_usa_r64_sw_radius_disc",
|
| 115 |
+
"cyclone_usa_r64_nw_radius_disc",
|
| 116 |
+
"cyclone_usa_rmw_disc",
|
| 117 |
+
"cyclone_usa_pres_disc"
|
| 118 |
+
],
|
| 119 |
+
"time_step_hours": 6,
|
| 120 |
+
"transformers_version": "5.15.0.dev0"
|
| 121 |
+
}
|
model3/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4d480e2619a820c7b91a6db16d0f3cba86cdaeb061c81bb6508e0c848f9e75e9
|
| 3 |
+
size 735190748
|
model3/preprocessor_config.json
ADDED
|
@@ -0,0 +1,1083 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
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|
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|
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|
|
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|
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|
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|
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|
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|
|
|
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|
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|
|
|
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|
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|
|
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|
|
|
|
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|
|
|
|
|
|
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|
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|
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|
|
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|
|
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|
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|
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|
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|
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|
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|
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|
| 1 |
+
{
|
| 2 |
+
"atmospheric_variables": [
|
| 3 |
+
"temperature",
|
| 4 |
+
"geopotential",
|
| 5 |
+
"u_component_of_wind",
|
| 6 |
+
"v_component_of_wind",
|
| 7 |
+
"vertical_velocity",
|
| 8 |
+
"specific_humidity"
|
| 9 |
+
],
|
| 10 |
+
"diffs_stddev_by_level": {
|
| 11 |
+
"100m_u_component_of_wind": 2.8724644772751793,
|
| 12 |
+
"100m_v_component_of_wind": 3.1648334389975545,
|
| 13 |
+
"10m_u_component_of_wind": 2.2499901294404236,
|
| 14 |
+
"10m_v_component_of_wind": 2.477609082148393,
|
| 15 |
+
"10m_wind_gust_since_previous_post_processing": 2.545839214725464,
|
| 16 |
+
"2m_dewpoint_temperature": 1.8065216717852064,
|
| 17 |
+
"2m_temperature": 2.5883234840491407,
|
| 18 |
+
"clear_sky_direct_solar_radiation_at_surface": 1289174.214185969,
|
| 19 |
+
"clear_sky_direct_solar_radiation_at_surface_12hr": 8340957.42302206,
|
| 20 |
+
"clear_sky_direct_solar_radiation_at_surface_1hr": 1289174.2141859706,
|
| 21 |
+
"clear_sky_direct_solar_radiation_at_surface_24hr": 167095.398938028,
|
| 22 |
+
"clear_sky_direct_solar_radiation_at_surface_2hr": 2536436.333345841,
|
| 23 |
+
"clear_sky_direct_solar_radiation_at_surface_3hr": 3704104.4479462453,
|
| 24 |
+
"clear_sky_direct_solar_radiation_at_surface_6hr": 6462412.430241175,
|
| 25 |
+
"convective_available_potential_energy": 187.68694596776757,
|
| 26 |
+
"convective_inhibition": 128.01245802376496,
|
| 27 |
+
"convective_precipitation": 0.00028841567987796993,
|
| 28 |
+
"cyclone_all_wind_disc": 2.5184570234783696,
|
| 29 |
+
"cyclone_all_wind_sparse": 2.4397211372759102,
|
| 30 |
+
"cyclone_bom_exists_disc": 0.0015831270177122782,
|
| 31 |
+
"cyclone_bom_exists_gaussian_probability": 0.00016628465412838172,
|
| 32 |
+
"cyclone_bom_exists_gaussian_unit_mode": 0.0012859740241440627,
|
| 33 |
+
"cyclone_bom_exists_sparse": 0.00181477975471265,
|
| 34 |
+
"cyclone_bom_pres_disc": 2.270500160040555,
|
| 35 |
+
"cyclone_bom_pres_sparse": 2.1850131999648577,
|
| 36 |
+
"cyclone_bom_r34_ne_radius_disc": 6.155237914984527,
|
| 37 |
+
"cyclone_bom_r34_ne_radius_sparse": 6.2620533154418885,
|
| 38 |
+
"cyclone_bom_r34_nw_radius_disc": 6.277125511931334,
|
| 39 |
+
"cyclone_bom_r34_nw_radius_sparse": 6.3995579183391875,
|
| 40 |
+
"cyclone_bom_r34_se_radius_disc": 6.483152724121697,
|
| 41 |
+
"cyclone_bom_r34_se_radius_sparse": 6.448400354949988,
|
| 42 |
+
"cyclone_bom_r34_shape": 0.0008279523511924564,
|
| 43 |
+
"cyclone_bom_r34_sw_radius_disc": 6.696074460663313,
|
| 44 |
+
"cyclone_bom_r34_sw_radius_sparse": 6.907212582908189,
|
| 45 |
+
"cyclone_bom_r50_ne_radius_disc": 2.60727678209751,
|
| 46 |
+
"cyclone_bom_r50_ne_radius_sparse": 2.394840521046414,
|
| 47 |
+
"cyclone_bom_r50_nw_radius_disc": 2.504259954814536,
|
| 48 |
+
"cyclone_bom_r50_nw_radius_sparse": 2.230143449179911,
|
| 49 |
+
"cyclone_bom_r50_se_radius_disc": 2.6549595824552568,
|
| 50 |
+
"cyclone_bom_r50_se_radius_sparse": 2.433215460041769,
|
| 51 |
+
"cyclone_bom_r50_shape": 0.0003268006675995735,
|
| 52 |
+
"cyclone_bom_r50_sw_radius_disc": 2.628924804788086,
|
| 53 |
+
"cyclone_bom_r50_sw_radius_sparse": 2.464393749473248,
|
| 54 |
+
"cyclone_bom_r64_ne_radius_disc": 0.7441480431448463,
|
| 55 |
+
"cyclone_bom_r64_ne_radius_sparse": 0.6850354652600797,
|
| 56 |
+
"cyclone_bom_r64_nw_radius_disc": 0.693578531534209,
|
| 57 |
+
"cyclone_bom_r64_nw_radius_sparse": 0.6568169521891097,
|
| 58 |
+
"cyclone_bom_r64_se_radius_disc": 0.7427240735355044,
|
| 59 |
+
"cyclone_bom_r64_se_radius_sparse": 0.6921648884001543,
|
| 60 |
+
"cyclone_bom_r64_shape": 0.00012351973479337339,
|
| 61 |
+
"cyclone_bom_r64_sw_radius_disc": 0.6900866111051587,
|
| 62 |
+
"cyclone_bom_r64_sw_radius_sparse": 0.6443472221764024,
|
| 63 |
+
"cyclone_bom_rmw_disc": 4.806891770492594,
|
| 64 |
+
"cyclone_bom_rmw_sparse": 4.760948211035226,
|
| 65 |
+
"cyclone_bom_wind_disc": 2.9377486661575887,
|
| 66 |
+
"cyclone_bom_wind_sparse": 2.8553397366913686,
|
| 67 |
+
"cyclone_cma_exists_disc": 0.0032294154610436544,
|
| 68 |
+
"cyclone_cma_exists_gaussian_probability": 0.0003195787697503206,
|
| 69 |
+
"cyclone_cma_exists_gaussian_unit_mode": 0.002637128539953232,
|
| 70 |
+
"cyclone_cma_exists_sparse": 0.0031742050869964494,
|
| 71 |
+
"cyclone_cma_pres_disc": 2.2730521147216765,
|
| 72 |
+
"cyclone_cma_pres_sparse": 2.1369488274692894,
|
| 73 |
+
"cyclone_cma_wind_disc": 2.7314723505246574,
|
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|
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| 1082 |
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|
| 1083 |
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}
|
model4/config.json
ADDED
|
@@ -0,0 +1,121 @@
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|
|
| 1 |
+
{
|
| 2 |
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|
| 3 |
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|
| 4 |
+
"WeatherNext2ForWeatherForecasting"
|
| 5 |
+
],
|
| 6 |
+
"atmospheric_variables": [
|
| 7 |
+
"temperature",
|
| 8 |
+
"geopotential",
|
| 9 |
+
"u_component_of_wind",
|
| 10 |
+
"v_component_of_wind",
|
| 11 |
+
"vertical_velocity",
|
| 12 |
+
"specific_humidity"
|
| 13 |
+
],
|
| 14 |
+
"attention_dropout": 0.0,
|
| 15 |
+
"attention_k_hop": 32,
|
| 16 |
+
"ball_query_radius_fraction": 0.6,
|
| 17 |
+
"dtype": "float32",
|
| 18 |
+
"edge_hidden_size": 32,
|
| 19 |
+
"forcing_variables": [
|
| 20 |
+
"year_progress_sin",
|
| 21 |
+
"year_progress_cos",
|
| 22 |
+
"day_progress_sin",
|
| 23 |
+
"day_progress_cos"
|
| 24 |
+
],
|
| 25 |
+
"global_variables": [
|
| 26 |
+
"year_progress_sin",
|
| 27 |
+
"year_progress_cos"
|
| 28 |
+
],
|
| 29 |
+
"grid_latitudes": 721,
|
| 30 |
+
"grid_longitudes": 1440,
|
| 31 |
+
"hidden_act": "gelu_pytorch_tanh",
|
| 32 |
+
"hidden_size": 768,
|
| 33 |
+
"initializer_range": 0.02,
|
| 34 |
+
"input_variables": [
|
| 35 |
+
"temperature",
|
| 36 |
+
"geopotential",
|
| 37 |
+
"u_component_of_wind",
|
| 38 |
+
"v_component_of_wind",
|
| 39 |
+
"vertical_velocity",
|
| 40 |
+
"specific_humidity",
|
| 41 |
+
"2m_temperature",
|
| 42 |
+
"mean_sea_level_pressure",
|
| 43 |
+
"10m_v_component_of_wind",
|
| 44 |
+
"10m_u_component_of_wind",
|
| 45 |
+
"sea_surface_temperature",
|
| 46 |
+
"100m_u_component_of_wind",
|
| 47 |
+
"100m_v_component_of_wind",
|
| 48 |
+
"geopotential_at_surface",
|
| 49 |
+
"land_sea_mask",
|
| 50 |
+
"year_progress_sin",
|
| 51 |
+
"year_progress_cos",
|
| 52 |
+
"day_progress_sin",
|
| 53 |
+
"day_progress_cos"
|
| 54 |
+
],
|
| 55 |
+
"intermediate_size": 3072,
|
| 56 |
+
"layer_norm_eps": 1e-05,
|
| 57 |
+
"mesh_splits": 6,
|
| 58 |
+
"mlp_act": "silu",
|
| 59 |
+
"model_type": "weathernext2",
|
| 60 |
+
"noise_channels": 32,
|
| 61 |
+
"num_attention_heads": 6,
|
| 62 |
+
"num_hidden_layers": 24,
|
| 63 |
+
"num_input_timesteps": 2,
|
| 64 |
+
"pressure_levels": [
|
| 65 |
+
50,
|
| 66 |
+
100,
|
| 67 |
+
150,
|
| 68 |
+
200,
|
| 69 |
+
250,
|
| 70 |
+
300,
|
| 71 |
+
400,
|
| 72 |
+
500,
|
| 73 |
+
600,
|
| 74 |
+
700,
|
| 75 |
+
850,
|
| 76 |
+
925,
|
| 77 |
+
1000
|
| 78 |
+
],
|
| 79 |
+
"sigmoid_shifted_outputs": {
|
| 80 |
+
"cyclone_exists_gaussian_unit_mode": 2.0
|
| 81 |
+
},
|
| 82 |
+
"static_variables": [
|
| 83 |
+
"geopotential_at_surface",
|
| 84 |
+
"land_sea_mask"
|
| 85 |
+
],
|
| 86 |
+
"target_variables": [
|
| 87 |
+
"temperature",
|
| 88 |
+
"geopotential",
|
| 89 |
+
"u_component_of_wind",
|
| 90 |
+
"v_component_of_wind",
|
| 91 |
+
"vertical_velocity",
|
| 92 |
+
"specific_humidity",
|
| 93 |
+
"2m_temperature",
|
| 94 |
+
"mean_sea_level_pressure",
|
| 95 |
+
"10m_v_component_of_wind",
|
| 96 |
+
"10m_u_component_of_wind",
|
| 97 |
+
"sea_surface_temperature",
|
| 98 |
+
"100m_u_component_of_wind",
|
| 99 |
+
"100m_v_component_of_wind",
|
| 100 |
+
"total_precipitation_6hr",
|
| 101 |
+
"cyclone_exists_gaussian_unit_mode",
|
| 102 |
+
"cyclone_all_wind_disc",
|
| 103 |
+
"cyclone_usa_wind_disc",
|
| 104 |
+
"cyclone_usa_r34_ne_radius_disc",
|
| 105 |
+
"cyclone_usa_r34_se_radius_disc",
|
| 106 |
+
"cyclone_usa_r34_sw_radius_disc",
|
| 107 |
+
"cyclone_usa_r34_nw_radius_disc",
|
| 108 |
+
"cyclone_usa_r50_ne_radius_disc",
|
| 109 |
+
"cyclone_usa_r50_se_radius_disc",
|
| 110 |
+
"cyclone_usa_r50_sw_radius_disc",
|
| 111 |
+
"cyclone_usa_r50_nw_radius_disc",
|
| 112 |
+
"cyclone_usa_r64_ne_radius_disc",
|
| 113 |
+
"cyclone_usa_r64_se_radius_disc",
|
| 114 |
+
"cyclone_usa_r64_sw_radius_disc",
|
| 115 |
+
"cyclone_usa_r64_nw_radius_disc",
|
| 116 |
+
"cyclone_usa_rmw_disc",
|
| 117 |
+
"cyclone_usa_pres_disc"
|
| 118 |
+
],
|
| 119 |
+
"time_step_hours": 6,
|
| 120 |
+
"transformers_version": "5.15.0.dev0"
|
| 121 |
+
}
|
model4/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
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|
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|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:159ee3419d3e8ebc5cd1ee6f4eb7646a4d818501db9981bea85294100dddf3da
|
| 3 |
+
size 735190748
|
model4/preprocessor_config.json
ADDED
|
@@ -0,0 +1,1083 @@
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|
| 1 |
+
{
|
| 2 |
+
"atmospheric_variables": [
|
| 3 |
+
"temperature",
|
| 4 |
+
"geopotential",
|
| 5 |
+
"u_component_of_wind",
|
| 6 |
+
"v_component_of_wind",
|
| 7 |
+
"vertical_velocity",
|
| 8 |
+
"specific_humidity"
|
| 9 |
+
],
|
| 10 |
+
"diffs_stddev_by_level": {
|
| 11 |
+
"100m_u_component_of_wind": 2.8724644772751793,
|
| 12 |
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"100m_v_component_of_wind": 3.1648334389975545,
|
| 13 |
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"10m_u_component_of_wind": 2.2499901294404236,
|
| 14 |
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"10m_v_component_of_wind": 2.477609082148393,
|
| 15 |
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"10m_wind_gust_since_previous_post_processing": 2.545839214725464,
|
| 16 |
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"2m_dewpoint_temperature": 1.8065216717852064,
|
| 17 |
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"2m_temperature": 2.5883234840491407,
|
| 18 |
+
"clear_sky_direct_solar_radiation_at_surface": 1289174.214185969,
|
| 19 |
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"clear_sky_direct_solar_radiation_at_surface_12hr": 8340957.42302206,
|
| 20 |
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"clear_sky_direct_solar_radiation_at_surface_1hr": 1289174.2141859706,
|
| 21 |
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"clear_sky_direct_solar_radiation_at_surface_24hr": 167095.398938028,
|
| 22 |
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"clear_sky_direct_solar_radiation_at_surface_2hr": 2536436.333345841,
|
| 23 |
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"clear_sky_direct_solar_radiation_at_surface_3hr": 3704104.4479462453,
|
| 24 |
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"clear_sky_direct_solar_radiation_at_surface_6hr": 6462412.430241175,
|
| 25 |
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"convective_available_potential_energy": 187.68694596776757,
|
| 26 |
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"convective_inhibition": 128.01245802376496,
|
| 27 |
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|
| 28 |
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"cyclone_all_wind_disc": 2.5184570234783696,
|
| 29 |
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|
| 30 |
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|
| 31 |
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"cyclone_bom_exists_gaussian_probability": 0.00016628465412838172,
|
| 32 |
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"cyclone_bom_exists_gaussian_unit_mode": 0.0012859740241440627,
|
| 33 |
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"cyclone_bom_exists_sparse": 0.00181477975471265,
|
| 34 |
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"cyclone_bom_pres_disc": 2.270500160040555,
|
| 35 |
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|
| 36 |
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|
| 37 |
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|
| 38 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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|
| 42 |
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|
| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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|
| 53 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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|
| 57 |
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|
| 58 |
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|
| 59 |
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|
| 60 |
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|
| 61 |
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|
| 62 |
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|
| 63 |
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|
| 64 |
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|
| 65 |
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|
| 66 |
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|
| 67 |
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|
| 68 |
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|
| 69 |
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|
| 70 |
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|
| 71 |
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|
| 72 |
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|
| 73 |
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|
| 74 |
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|
| 75 |
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|
| 76 |
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|
| 77 |
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|
| 78 |
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|
| 79 |
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|
| 80 |
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|
| 81 |
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|
| 82 |
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|
| 83 |
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|
| 84 |
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"cyclone_nadi_exists_disc": 0.0010680890596544022,
|
| 85 |
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"cyclone_nadi_exists_gaussian_probability": 0.000111796633237082,
|
| 86 |
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|
| 87 |
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|
| 88 |
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"cyclone_nadi_pres_disc": 2.7716676350789746,
|
| 89 |
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"cyclone_nadi_pres_sparse": 2.6390506737705888,
|
| 90 |
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"cyclone_newdelhi_exists_disc": 0.0009734984407750268,
|
| 91 |
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"cyclone_newdelhi_exists_gaussian_probability": 0.00010967985952916936,
|
| 92 |
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"cyclone_newdelhi_exists_gaussian_unit_mode": 0.0008465482327552693,
|
| 93 |
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|
| 94 |
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|
| 95 |
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|
| 96 |
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|
| 97 |
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"cyclone_newdelhi_wind_sparse": 3.8412675639693408,
|
| 98 |
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"cyclone_reunion_exists_disc": 0.0017394109431647024,
|
| 99 |
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"cyclone_reunion_exists_gaussian_probability": 0.00017599399539571916,
|
| 100 |
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|
| 101 |
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|
| 102 |
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"cyclone_reunion_pres_disc": 2.212644445653957,
|
| 103 |
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"cyclone_reunion_pres_sparse": 2.166076001219455,
|
| 104 |
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|
| 105 |
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|
| 106 |
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|
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|
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|
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