From 6a944adec5897fdca00ebe72fa3fd09ad333bcc9 Mon Sep 17 00:00:00 2001 From: gbruno16 Date: Fri, 7 Jun 2024 10:18:41 +0200 Subject: [PATCH] Add loss test and exceptions --- graph_weather/models/gencast/__init__.py | 4 ++ ...noise_mse_loss.py => weighted_mse_loss.py} | 65 +++++++++++++------ tests/test_model.py | 26 +++++++- train/gencast_demo.ipynb | 8 +-- 4 files changed, 79 insertions(+), 24 deletions(-) create mode 100644 graph_weather/models/gencast/__init__.py rename graph_weather/models/gencast/{noise_mse_loss.py => weighted_mse_loss.py} (57%) diff --git a/graph_weather/models/gencast/__init__.py b/graph_weather/models/gencast/__init__.py new file mode 100644 index 00000000..1edcbc86 --- /dev/null +++ b/graph_weather/models/gencast/__init__.py @@ -0,0 +1,4 @@ +"""Main import for GenCast""" + +from .graph.graph_builder import GraphBuilder +from .weighted_mse_loss import WeightedMSELoss diff --git a/graph_weather/models/gencast/noise_mse_loss.py b/graph_weather/models/gencast/weighted_mse_loss.py similarity index 57% rename from graph_weather/models/gencast/noise_mse_loss.py rename to graph_weather/models/gencast/weighted_mse_loss.py index 8fa2ee7a..bded0c53 100644 --- a/graph_weather/models/gencast/noise_mse_loss.py +++ b/graph_weather/models/gencast/weighted_mse_loss.py @@ -21,18 +21,18 @@ def __init__( ): """Initialize the WeightedMSELoss Module. - More details about the features weights are reported in GraphCast's paper. - In short, if the single features are "2m_temperature", "10m_u_component_of_wind", - "10m_v_component_of_wind", "mean_sea_level_pressure" and "total_precipitation_12hr", - then it's suggested to set corresponding weights as 1, 0.1, 0.1, 0.1 and 0.1. + More details about the features weights are reported in GraphCast's paper. In short, if the + single features are "2m_temperature", "10m_u_component_of_wind", "10m_v_component_of_wind", + "mean_sea_level_pressure" and "total_precipitation_12hr", then it's suggested to set + corresponding weights as 1, 0.1, 0.1, 0.1 and 0.1. Args: grid_lat (torch.Tensor, optional): 1D tensor containing all the latitudes. - pressure_levels (torch.Tensor, optional): 1D tensor containing all the pressure - levels per variable. + pressure_levels (torch.Tensor, optional): 1D tensor containing all the pressure levels + per variable. num_atmospheric_features (int, optional): number of atmospheric features. - single_features_weights (torch.Tensor, optional): 1D tensor containing single - features weights. + single_features_weights (torch.Tensor, optional): 1D tensor containing single features + weights. """ super().__init__() @@ -57,8 +57,8 @@ def __init__( or single_features_weights is not None ): raise ValueError( - """Please to use features weights provide all three: pressure_levels, - num_atmospheric_features and single_features_weights.""" + "Please to use features weights provide all three: pressure_levels," + "num_atmospheric_features and single_features_weights." ) self.sigma_data = 1 # assuming normalized data! @@ -75,28 +75,55 @@ def forward( Args: pred (torch.Tensor): prediction of the model [batch, lon, lat, var]. target (torch.Tensor): target tensor [batch, lon, lat, var]. - noise_level (torch.Tensor): noise levels fed to the model for the - corresponding predictions [batch, 1] + noise_level (torch.Tensor): noise levels fed to the model for the corresponding + predictions [batch, 1]. Returns: torch.Tensor: weighted MSE loss. """ + # check shapes + if not (pred.shape == target.shape): + raise ValueError( + "redictions and targets must have same shape. The actual shapes " + f"are {pred.shape} and {target.shape}." + ) + if not (len(pred.shape) == 4): + raise ValueError( + "The expected shape for predictions and targets is " + f"[batch, lon, lat, var], but got {pred.shape}." + ) + if not (noise_level.shape == (pred.shape[0], 1)): + raise ValueError( + f"The expected shape for noise levels is [batch, 1], but got {noise_level.shape}." + ) + # compute square residuals loss = (pred - target) ** 2 # [batch, lon, lat, var] if torch.isnan(loss).any(): raise ValueError("NaN values encountered in loss calculation.") - # apply weight residuals + # apply area and features weights to residuals if self.area_weights is not None: + if not (len(self.area_weights) == pred.shape[2]): + raise ValueError( + f"The size of grid_lat at initialization ({len(self.area_weights)}) " + f"and the number of latitudes in predictions ({pred.shape[2]}) " + "don't match." + ) loss *= self.area_weights[None, None, :, None] if self.features_weights is not None: - loss *= self.feature_weights[None, None, None, :] - - # compute mean across lon, lat, var for each sample in the batch + if not (len(self.features_weights) == pred.shape[-1]): + raise ValueError( + f"The size of features weights at initialization ({len(self.features_weights)})" + f" and the number of features in predictions ({pred.shape[-1]}) " + "don't match." + ) + loss *= self.features_weights[None, None, None, :] + + # compute means across lon, lat, var for each sample in the batch loss = loss.flatten(1).mean(-1) # [batch] # weight each sample using the corresponding noise level, then return the mean. - loss = (self._lambda_sigma(noise_level) * loss[:, None]).mean() - - return loss + loss *= self._lambda_sigma(noise_level).flatten() + return loss.mean() diff --git a/tests/test_model.py b/tests/test_model.py index f5594a2d..12f0589d 100644 --- a/tests/test_model.py +++ b/tests/test_model.py @@ -12,11 +12,12 @@ MetaModel, ) from graph_weather.models.losses import NormalizedMSELoss + from graph_weather.models.gencast.utils.noise import ( generate_isotropic_noise, sample_noise_level, ) -from graph_weather.models.gencast.graph.graph_builder import GraphBuilder +from graph_weather.models.gencast import GraphBuilder, WeightedMSELoss def test_encoder(): lat_lons = [] @@ -266,3 +267,26 @@ def test_gencast_graph(): assert not torch.isnan(graphs.mesh_graph.edge_attr).any() assert graphs.khop_mesh_graph.x.shape[0] == 12 assert graphs.khop_mesh_graph.edge_attr.shape[0] == 12*10 + +def test_gencast_loss(): + grid_lat = torch.arange(-90, 90, 1) + grid_lon = torch.arange(0, 360, 1) + pressure_levels = torch.tensor( + [50., 100., 150., 200., 250, 300, 400, 500, 600, 700, 850, 925, 1000.] + ) + single_features_weights = torch.tensor([1, 0.1, 0.1, 0.1, 0.1]) + num_atmospheric_features = 6 + batch_size = 3 + features_dim = len(pressure_levels)*num_atmospheric_features + len(single_features_weights) + + loss = WeightedMSELoss( + grid_lat=grid_lat, + pressure_levels=pressure_levels, + num_atmospheric_features=num_atmospheric_features, + single_features_weights=single_features_weights + ) + + preds = torch.rand((batch_size, len(grid_lon), len(grid_lat), features_dim)) + noise_levels = torch.rand((batch_size, 1)) + targets = torch.rand((batch_size, len(grid_lon), len(grid_lat), features_dim)) + assert loss.forward(preds, targets, noise_levels) is not None diff --git a/train/gencast_demo.ipynb b/train/gencast_demo.ipynb index d04cdf12..78c09052 100644 --- a/train/gencast_demo.ipynb +++ b/train/gencast_demo.ipynb @@ -298,22 +298,22 @@ "source": [ "import numpy as np\n", "\n", - "from graph_weather.models.gencast.graph import graph_builder\n", + "from graph_weather.models.gencast import GraphBuilder\n", "\n", "grid_lat = np.arange(-90, 90, 1)\n", "grid_lon = np.arange(0, 360, 1)\n", "\n", - "graphs = graph_builder.GraphBuilder(grid_lat=grid_lat, grid_lon=grid_lon, splits=0, num_hops=1)" + "graphs = GraphBuilder(grid_lat=grid_lat, grid_lon=grid_lon, splits=0, num_hops=1)" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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