diff --git a/README.md b/README.md index bf6da0c..b3e77a2 100644 --- a/README.md +++ b/README.md @@ -57,6 +57,12 @@ X_mixed (MonthlyConvDecoder)---------> Output We explain the model architecture in more detail in the [code and math description](docs/code_math_description.md) document. +## Using HPC (Levante) + +If you have access to the Levante HPC cluster, you can run the workflow using +`slurm` or `jupyter hub`. Please refer to the [Levante usage +instructions](docs/levante_usage.md) for more details. + ## References - [Attention is all you need](https://doi.org/10.48550/arXiv.1706.03762) diff --git a/climanet/dataset.py b/climanet/dataset.py index 9a3b1f2..929a50a 100644 --- a/climanet/dataset.py +++ b/climanet/dataset.py @@ -1,7 +1,7 @@ import warnings import numpy as np -from .utils import add_month_day_dims, calc_stats +from .utils import add_month_day_dims, calc_stats, add_month_hour_dims from .geo_embedding_utils import ( calculate_sh_geo_pos_embeddings, compute_patch_geo_pos_embedding, @@ -28,7 +28,21 @@ def __init__( sh_pos_table: str = None, # Optional; str formatted path to precomputed table of sh sh_embed_dim: int = 96, # sh_embed_dim should <= (sh_order_L + 1)**2 sh_order_L: int = 10, + is_hourly: bool = False, ): + """Initialize the dataset with daily and monthly data, and optional land mask. + + Args: + daily_da: xarray DataArray with daily data (M, time, H, W) + monthly_da: xarray DataArray with monthly data (M, H, W) + land_mask: Optional xarray DataArray with land mask (H, W) or (1, H, W) + time_dim: Name of the time dimension in the input data + spatial_dims: Tuple of (lat_dim, lon_dim) names in the input data + patch_size: Tuple of (patch_height, patch_width) in pixels + stride: Tuple of (stride_height, stride_width) in pixels. If None, defaults to patch_size (non-overlapping patches). + is_hourly: Whether the daily data is hourly (T=31*24) or daily (T=31). + + """ self.spatial_dims = spatial_dims self.patch_size = patch_size self.daily_da = daily_da @@ -53,46 +67,55 @@ def __init__( f"Patch size {patch_size} is larger than data dimensions {daily_da.sizes}" ) - # Reshape daily → (M, T=31, H, W), monthly → (M, H, W), - # and get padded_days_mask → (M, T=31) - daily_mt, monthly_m, padded_days_mask, daily_timef = add_month_day_dims( - daily_da, monthly_da, time_dim=time_dim - ) + if is_hourly: + # hours_per_day == 24 + # Reshape daily → (M, T=31*24, H, W), monthly → (M, H, W), + # and get padded_days_mask → (M, T=31*24) + daily_mt, monthly_m, padded_days_mask, daily_timef = add_month_hour_dims( + daily_da, monthly_da, time_dim=time_dim + ) + else: + # Reshape daily → (M, T=31, H, W), monthly → (M, H, W), + # and get padded_days_mask → (M, T=31) + daily_mt, monthly_m, padded_days_mask, daily_timef = add_month_day_dims( + daily_da, monthly_da, time_dim=time_dim + ) # Convert to numpy once — all __getitem__ calls use these - self.daily_np = daily_mt.to_numpy().copy().astype(np.float32) # (M, T=31, H, W) float - self.monthly_np = monthly_m.to_numpy().copy().astype(np.float32) # (M, H, W) float - self.padded_mask_np = padded_days_mask.to_numpy().copy() # (M, T=31) bool - self.daily_timef_np = daily_timef.to_numpy().copy().astype(np.float32) # (M,T=31, 4) + self.daily_t = torch.from_numpy(daily_mt.values.astype(np.float32)) # (M, T=31, H, W) + self.monthly_t = torch.from_numpy(monthly_m.values.astype(np.float32)) # (M, H, W) + self.padded_days_tensor = torch.from_numpy(padded_days_mask.values.copy()).bool() # (M, T=31) + self.daily_timef_t = torch.from_numpy(daily_timef.values.astype(np.float32)) # (M, T=31, 4) # Store coordinate arrays self.lat_coords = daily_da[spatial_dims[0]].to_numpy().copy() self.lon_coords = daily_da[spatial_dims[1]].to_numpy().copy() if land_mask is not None: - lm = land_mask.to_numpy().copy() + lm = torch.from_numpy(land_mask.values.copy()).bool() if lm.ndim == 3: lm = lm.squeeze(0) # (1, H, W) → (H, W) - self.land_mask_np = lm + self.land_mask_t = lm else: - self.land_mask_np = None + self.land_mask_t = None # Precompute the NaN mask before filling NaNs # daily_mask: True where NaN (i.e. missing ocean data, not land) - self.daily_nan_mask = np.isnan(self.daily_np) # (M, T=31, H, W) + self.daily_nan_mask = torch.isnan(self.daily_t) # (M, T=31, H, W) # NaNs will be filled with 0 in-place - np.nan_to_num(self.daily_np, copy=False, nan=0.0) + self.daily_t.nan_to_num_(nan=0.0) # Stats will be set later via set_stats() for train/test datasets self.daily_mean = None self.daily_std = None - # Precompute padded_days_mask as a tensor (same for all patches) - self.padded_days_tensor = torch.from_numpy(self.padded_mask_np).bool() + # Pre-build zero land tensor for the no-mask case + ph, pw = self.patch_size + self._zero_land = torch.zeros(ph, pw, dtype=torch.bool) # Precompute lazy index mapping for patches - H, W = self.daily_np.shape[2], self.daily_np.shape[3] + H, W = self.daily_t.shape[2], self.daily_t.shape[3] self.patch_indices = self._compute_patch_indices(H, W) # Precompute geoposition and scale embeddings for patches @@ -101,6 +124,9 @@ def __init__( self.patch_geo_embeddings, self.patch_scale_features = ( self._compute_geoscalepatch_embeddings() ) + self.scale_f_dim = torch.tensor(self.patch_scale_features.shape[-1]) + self.sh_embed_dim_t = torch.tensor(self.sh_embed_dim) + self.harmonic_order_t = torch.tensor(self.sh_order_L) def _get_geo_pos(self, sh_pos_table: str): """Calculate or retrieve spherical harmonics based geo position embeddings.""" @@ -205,33 +231,19 @@ def __getitem__(self, idx): ph, pw = self.patch_size # Extract spatial patch via numpy slicing — faster than xarray indexing - daily_patch = self.daily_np[ - :, :, i : i + ph, j : j + pw - ] # (M, T, H, W) -> (M,T,pH, pW) - monthly_patch = self.monthly_np[ - :, i : i + ph, j : j + pw - ] # (M, H, W) -> (M, pH, pW) - daily_nan_mask = self.daily_nan_mask[ - :, :, i : i + ph, j : j + pw - ] # (M, T, H, W) -> (M, T, pH, pW) - - if self.land_mask_np is not None: - land_patch = self.land_mask_np[i : i + ph, j : j + pw] # (H, W) - land_tensor = torch.from_numpy(np.ascontiguousarray(land_patch)).bool() - else: - land_tensor = torch.zeros(ph, pw, dtype=torch.bool) + # (M, T, H, W) -> (M,T,pH, pW) + daily_tensor = self.daily_t[:, :, i : i + ph, j : j + pw].unsqueeze(0) - # geo_pos_tensor = self.sh_geo_pos[i: i + ph, j: j + pw] # (H,W, sh_emb_dim) -> (pH, pW, sh_embed_dim) + # (M, H, W) -> (M, pH, pW) + monthly_tensor = self.monthly_t[:, i : i + ph, j : j + pw] - # Convert to tensors (from_numpy is zero-copy on contiguous arrays) - # (1, M, T, H, W) - daily_tensor = torch.from_numpy(daily_patch).unsqueeze(0) - # (M, H, W) - monthly_tensor = torch.from_numpy(monthly_patch) - # (1, M, T, H, W) - daily_nan_mask = torch.from_numpy(daily_nan_mask).unsqueeze(0) - # ( M, T, 2) - daily_timef_tensor = torch.from_numpy(self.daily_timef_np) + # (M, T, H, W) -> (M, T, pH, pW) + daily_nan_mask = self.daily_nan_mask[:, :, i : i + ph, j : j + pw].unsqueeze(0) + + if self.land_mask_t is not None: + land_tensor = self.land_mask_t[i : i + ph, j : j + pw] # (H, W) + else: + land_tensor = self._zero_land # daily_mask: NaN locations that are NOT land # Reshape land_tensor for broadcasting: (pH, pW) → (1, 1, 1, pH, pW) @@ -249,25 +261,20 @@ def __getitem__(self, idx): # get scale feature for patch scale_feature_tensor = self.patch_scale_features[idx] # (10,) - # create tensors to pass sh embedding dimension, harmonic order, and scale feature dim - sh_embed_dim = torch.tensor(self.sh_embed_dim) - harmonic_order = torch.tensor(self.sh_order_L) - scale_f_dim = torch.tensor(len(scale_feature_tensor)) - # Convert to tensors return { "daily_patch": daily_tensor, # (C=1, M, T=31, pH, pW) "monthly_patch": monthly_tensor, # (M, pH, pW) "daily_mask_patch": daily_mask_tensor, # (C=1, M, T=31, pH, pW) "land_mask_patch": land_tensor, # (pH,pW) True=Land - "daily_timef_patch": daily_timef_tensor, # (M, T=31, 2) + "daily_timef_patch": self.daily_timef_t, # (M, T=31, 2) "padded_days_mask": self.padded_days_tensor, # (M, T=31) True=padded "scale_feature_patch": scale_feature_tensor, # (10,) "geo_pos_embedding_patch": geo_pos_embedding_tensor, # (sh_embed_dim,) - "sh_embed_dim": sh_embed_dim, - "harmonic_order": harmonic_order, - "scale_f_dim": scale_f_dim, - "coords": (i, j), + "sh_embed_dim": self.sh_embed_dim_t, + "harmonic_order": self.harmonic_order_t, + "scale_f_dim": self.scale_f_dim, + "coords": torch.tensor([i, j]), "lat_patch": lat_patch, # (pH,) "lon_patch": lon_patch, # (pW,) } @@ -282,14 +289,14 @@ def compute_stats(self, indices: list = None) -> Tuple[np.ndarray, np.ndarray]: Tuple of (mean, std) arrays """ if indices is None: - data = self.monthly_np # (M, H, W) + data = self.monthly_t.numpy() # (M, H, W) else: # Stack selected spatial patches ph, pw = self.patch_size patches = [] for idx in indices: i, j = self.patch_indices[idx] - patch = self.monthly_np[:, i : i + ph, j : j + pw] + patch = self.monthly_t[:, i : i + ph, j : j + pw].numpy() patches.append(patch) data = np.concatenate(patches, axis=-1) diff --git a/climanet/predict.py b/climanet/predict.py index 34ba107..3be296f 100644 --- a/climanet/predict.py +++ b/climanet/predict.py @@ -64,7 +64,6 @@ def predict_monthly_var( run_dir: str = ".", verbose: bool = True, dataloader_num_workers: int = 2, - predict_threads: int | None = None, ): """ Predicts monthly variable values using a trained model and a provided dataset. @@ -100,44 +99,46 @@ def predict_monthly_var( batch_size=batch_size, shuffle=False, pin_memory=use_cuda, - num_workers=dataloader_num_workers,# for data loading + num_workers=dataloader_num_workers, # for data loading persistent_workers=True, # keep workers alive between epochs ) # Initialize an empty list to store predictions base_dataset = dataset.dataset if hasattr(dataset, "dataset") else dataset - M = base_dataset.monthly_np.shape[0] + M = base_dataset.monthly_t.shape[0] H, W = base_dataset.patch_size - all_predictions = torch.empty(len(dataset), M, H, W) + all_predictions = torch.empty(len(dataset), M, H, W, device=device) # Set up logging writer = setup_logging(run_dir) - with torch.no_grad(): + with torch.inference_mode(): idx = 0 average_loss = 0.0 for i, batch in enumerate(dataloader): # Move batch to the appropriate device + batch = {k: v.to(device, non_blocking=use_cuda) for k, v in batch.items()} + predictions = model( - batch["daily_patch"].to(device, non_blocking=use_cuda), - batch["daily_mask_patch"].to(device, non_blocking=use_cuda), - batch["daily_timef_patch"].to(device, non_blocking=use_cuda), - batch["land_mask_patch"].to(device, non_blocking=use_cuda), - batch["geo_pos_embedding_patch"].to(device, non_blocking=use_cuda), - batch["scale_feature_patch"].to(device, non_blocking=use_cuda), - batch["padded_days_mask"].to(device, non_blocking=use_cuda), + batch["daily_patch"], + batch["daily_mask_patch"], + batch["daily_timef_patch"], + batch["land_mask_patch"], + batch["geo_pos_embedding_patch"], + batch["scale_feature_patch"], + batch["padded_days_mask"], ) # Compute masked loss loss = compute_masked_loss( predictions, - batch["monthly_patch"].to(device, non_blocking=use_cuda), - batch["land_mask_patch"].to(device, non_blocking=use_cuda), + batch["monthly_patch"], + batch["land_mask_patch"], ) - average_loss += loss.item() + average_loss += loss.detach() - all_predictions[idx : idx + predictions.size(0)] = predictions.cpu() + all_predictions[idx : idx + predictions.size(0)] = predictions.detach() idx += predictions.size(0) if verbose: @@ -147,7 +148,7 @@ def predict_monthly_var( writer.add_scalar("Progress/Batch", i + 1, idx) - average_loss = average_loss / len(dataloader) + average_loss = average_loss.item() / len(dataloader) if verbose: print(f"Average loss over all batches: {average_loss:.4f}") diff --git a/climanet/st_encoder_decoder.py b/climanet/st_encoder_decoder.py index b485ddd..965fd02 100644 --- a/climanet/st_encoder_decoder.py +++ b/climanet/st_encoder_decoder.py @@ -6,10 +6,7 @@ import math import torch import torch.nn as nn -from einops import rearrange - - -device = "cuda" if torch.cuda.is_available() else "cpu" +from torch.utils.checkpoint import checkpoint class VideoEncoder(nn.Module): @@ -27,7 +24,7 @@ class VideoEncoder(nn.Module): https://arxiv.org/abs/2203.12602 """ - def __init__(self, in_chans=1, embed_dim=128, patch_size=(1, 4, 4), dropout=0.0): + def __init__(self, in_chans=1, embed_dim=128, patch_size=(1, 4, 4)): """ Args: in_chans: Number of input channels (1 for SST) @@ -35,8 +32,6 @@ def __init__(self, in_chans=1, embed_dim=128, patch_size=(1, 4, 4), dropout=0.0) Many vision transformers use embedding dimensions that are multiples of 64 (e.g., 64, 128, 256). This can be tuned. patch_size: Tuple of (T, H, W) patch size. Default is (1, 4, 4). - dropout: Dropout rate for regularization. Default is 0.0. - Increase it if there is overfitting. """ super().__init__() self.patch_size = patch_size @@ -50,9 +45,6 @@ def __init__(self, in_chans=1, embed_dim=128, patch_size=(1, 4, 4), dropout=0.0) # norm is LayerNorm over the embedding dimension to normalize patch embeddings self.norm = nn.LayerNorm(embed_dim) - # dropout for regularization - self.drop = nn.Dropout(dropout) - def forward(self, x, mask): """Forward pass with masking support via an additional validity channel. Args: @@ -62,21 +54,25 @@ def forward(self, x, mask): Returns: Embedded patches of shape (B, N_patches, embed_dim) - Notes: - Masked pixels are zeroed out before patch embedding - A validity mask (1 = observed, 0 = missing) is concatenated as an additional input channel """ - # x: (B,1,T,H,W), mask: (B,1,T,H,W) where True means missing - valid = (~mask).float() - x = x * valid # zero-out missing values - x = torch.cat([x, valid], dim=1) # add validity as a channel - x = self.proj(x) # (B, C, T', H', W') - x = rearrange(x, "b c t h w -> b (t h w) c") + valid = (~mask).to(dtype=x.dtype) + + if valid.shape != x.shape: + valid = valid.expand_as(x) + + x = x.masked_fill(mask, 0.0) + x = torch.cat((x, valid), dim=1) + + x = x.contiguous(memory_format=torch.channels_last_3d) + x = self.proj(x) + x = x.flatten(2).transpose(1, 2) + x = self.norm(x) - x = self.drop(x) - return x # (B, N_patches, embed_dim) + return x class CyclicTimeEmbedding(nn.Module): @@ -232,16 +228,13 @@ class TemporalAttentionAggregator(nn.Module): months. """ - def __init__(self, embed_dim=128, max_days=31, max_months=12, dropout=0.0): + def __init__(self, embed_dim=128, max_months=12, dropout=0.0): """Initialize the temporal attention aggregator. Args: embed_dim: Dimension of the embedding. The default is 128. Many vision transformers use embedding dimensions that are multiples of 64 (e.g., 64, 128, 256). This can be tuned. - max_days: Maximum length of the temporal dimension to precompute - encodings for. Default is 31, which is sufficient for a month of - daily data. max_months: Maximum number of months (temporal patches) to precompute encodings for. Default is 12, which is sufficient for a year of monthly data. dropout: Dropout rate for regularization in the day scorer and @@ -279,10 +272,13 @@ def __init__(self, embed_dim=128, max_days=31, max_months=12, dropout=0.0): nn.GELU(), nn.Dropout(dropout), nn.Linear(4 * embed_dim, embed_dim), - nn.Dropout(dropout), ) - def forward(self, x, M, T, H, W, time_features, padded_days_mask=None): + # Pre-compute and register as buffer — auto-moves with .to(device/dtype) + pe = self.pos_months(max_months) # (max_months, C) + self.register_buffer("pe_months_cache", pe) # tracks device/dtype automatically + + def forward(self, x, M, time_features, padded_days_mask=None): """ Args: x: (B, M, T, H, W, C) containing spatio-temporal tokens, where C is the embedding dimension. @@ -298,41 +294,46 @@ def forward(self, x, M, T, H, W, time_features, padded_days_mask=None): Tensor of shape (B, M, H*W, C) with one temporally aggregated, where C is the embedding dimension. """ B, M, Tp, Hp, Wp, C = x.shape + HW = Hp * Wp - # Reshape to (B, Hp*Wp, M, Tp, C) for temporal processing - seq = x.permute(0, 3, 4, 1, 2, 5).reshape(B, Hp * Wp, M, Tp, C) - - temp_emb = self.time_embed(time_features) # (B,M,T,emd_dim) - # expand spatially - temp_emb = temp_emb[:, None, :, :, :] # [B, 1, M, T, C] - temp_emb = temp_emb.expand(-1, H * W, -1, -1, -1) - pe_months = self.pos_months(M).to(seq.device).to(seq.dtype) # (M, C) + x = x.reshape(B, Hp, Wp, M, Tp, C) + x = x.permute(0, 3, 4, 1, 2, 5) + seq = x.reshape(B, M, Tp, HW, C).permute(0, 3, 1, 2, 4) - seq = seq + temp_emb # add temporal embeddings - seq = seq + pe_months[None, None, :, None, :] # add month PE + temp_emb = self.time_embed(time_features) + pe_months = self.pe_months_cache[:M] + token_emb = temp_emb + pe_months[None, :, None, :] - # Day attention per month - day_logits = self.day_scorer(seq).squeeze(-1) # (B, HW, M, T) + day_logits = self.day_scorer(token_emb).squeeze(-1) - # padded_days_mask is (B, M, T) true=padded, -> (B, HW, M, T) if padded_days_mask is not None: - pad = padded_days_mask[:, None, :, :].expand(B, H * W, M, T) - day_logits = day_logits.masked_fill(pad, float("-inf")) + day_logits = day_logits.masked_fill(padded_days_mask, float("-inf")) + + day_w = torch.softmax(day_logits, dim=-1) + day_w = day_w.unsqueeze(1).unsqueeze(-1) - day_w = torch.softmax(day_logits, dim=-1) # turns inf to 0 - month_tokens = (seq * day_w.unsqueeze(-1)).sum(dim=3) # (B, HW, M, C) + # avoid implicit expand copies + seq = seq.reshape(B, HW, M, Tp, C) + token_emb_seq = token_emb.unsqueeze(1) - # Cross-month attention at each spatial location - z = rearrange(month_tokens, "b s m c -> (b s) m c") - z_ln = self.month_ln(z) - attn_out, _ = self.month_attn(z_ln, z_ln, z_ln, need_weights=False) - z = z + attn_out - z = z + self.month_ffn(z) + month_tokens = (seq * day_w).sum(dim=3) - # Back to (B, M, Hp*Wp, C) - z = z.view(B, Hp * Wp, M, C) - out = z.permute(0, 2, 1, 3) # (B, M, Hp*Wp, C) - return out # (B, M, H*W, C) C: embedding dimension + # avoid broadcast materialization + month_emb = (token_emb_seq * day_w).sum(dim=3) + + month_tokens = month_tokens + month_emb + + z = month_tokens.reshape(B * HW, M, C) + + z = self.month_ln(z) + + attn_out, _ = self.month_attn(z, z, z, need_weights=False, is_causal=False) + z = z + attn_out + self.month_ffn(z) + + z = z.reshape(B, HW, M, C) + out = z.permute(0, 2, 1, 3) + + return out class MonthlyConvDecoder(nn.Module): @@ -414,7 +415,6 @@ def __init__( nn.Conv2d(out_channels, out_channels, kernel_size=3, padding=1), nn.GroupNorm(num_groups=8, num_channels=out_channels), nn.GELU(), - nn.Dropout2d(dropout), ) # Final conv head to map to single-channel output @@ -443,8 +443,9 @@ def forward(self, latent, M, out_H, out_W, land_mask=None): # transforms the latent tensor from sequence format to image format for # convolution operations; - out = latent.view(B, M, Hp, Wp, C).permute(0, 1, 4, 2, 3).contiguous() - out = out.view(B * M, C, Hp, Wp) + out = latent.reshape(B, M, Hp, Wp, C) + out = out.permute(0, 1, 4, 2, 3).contiguous() + out = out.reshape(B * M, C, Hp, Wp) # Apply 1x1 convolution to mix features out = self.proj(out) # (B*M, hidden, Hp, Wp) @@ -494,7 +495,6 @@ def __init__( sh_dim=96, scale_dim=10, embed_dim=128, - dropout=0.0, ): """ initialize geo-position and scale embeddings and projection @@ -503,7 +503,6 @@ def __init__( sh_dim: int, Dimension of pca of spherical harmonics for embedding. defaults to 96 scale_dim: int, Dimension of patch scale feature embedding. default 10 embed_dim: int, Dimension of embeddings to be created. default 128 - dropout: float, Dropout rate for regularization of projection network. default 0.0 """ super().__init__() @@ -522,7 +521,6 @@ def __init__( nn.LayerNorm(in_dim), nn.Linear(in_dim, hidden_dim), nn.GELU(), - nn.Dropout(dropout), nn.Linear(hidden_dim, embed_dim), ) @@ -546,8 +544,7 @@ def forward( embedding """ sh_geo_pos = self.sh_gain * sh_geo_pos - geo_scale_feat = self.scale_norm(geo_scale_feat) - geo_scale_feat = self.scale_gain * geo_scale_feat + geo_scale_feat = self.scale_gain * self.scale_norm(geo_scale_feat) x = torch.cat([sh_geo_pos, geo_scale_feat], dim=-1) @@ -631,7 +628,6 @@ def __init__( in_chans=1, embed_dim=128, patch_size=(1, 4, 4), - max_days=31, max_months=12, num_months=12, hidden=256, @@ -648,7 +644,6 @@ def __init__( in_chans: Number of input channels (e.g., 1 for SST, additional channels possible) embed_dim: Dimension of the patch embedding patch_size: Tuple of (T, H, W) patch sizes for temporal and spatial patching - max_days: Maximum number of days for temporal positional encoding max_months: Maximum number of months for temporal positional encoding num_months: Number of months to predict (output channels in decoder) hidden: Hidden dimension used in the decoder @@ -672,11 +667,9 @@ def __init__( in_chans=in_chans, embed_dim=embed_dim, patch_size=patch_size, - dropout=dropout, ) self.temporal = TemporalAttentionAggregator( embed_dim=embed_dim, - max_days=max_days, max_months=max_months, dropout=dropout, ) @@ -684,7 +677,6 @@ def __init__( sh_dim=sh_dim, scale_dim=scale_dim, embed_dim=embed_dim, - dropout=dropout, ) self.spatial_tr = SpatialTransformer( embed_dim=embed_dim, @@ -742,21 +734,6 @@ def forward( ) assert T % self.patch_size[0] == 0, "T must be divisible by patch size" - if self.patch_size[0] > 1: - daily_timef = daily_timef.view(B, M, Tp, self.patch_size[0], 4).mean( - dim=3 - ) # -> (B,M, Tp, 4) - - if padded_days_mask is not None and self.patch_size[0] > 1: - B, M, T_days = padded_days_mask.shape - if T_days % self.patch_size[0] != 0: - raise ValueError( - f"T_days={T_days} must be divisible by patch_size[0]={self.patch_size[0]}" - ) - padded_days_mask = padded_days_mask.view( - B, M, T_days // self.patch_size[0], self.patch_size[0] - ).all(dim=-1) # (B, M, Tp) - # Step 1: Encode spatio-temporal patches # each month independently by folding M into batch # encoder input shape = (B, C, T, H, W) where C is channel. @@ -765,8 +742,11 @@ def forward( daily_data_reshaped = daily_data.reshape(B * M, C, T, H, W) daily_mask_reshaped = daily_mask.reshape(B * M, C, T, H, W) - latent = self.encoder( - daily_data_reshaped, daily_mask_reshaped + latent = checkpoint( + self.encoder, + daily_data_reshaped, + daily_mask_reshaped, + use_reentrant=False, ) # (B*M, N_patches, embed_dim) # Step 2: Aggregate temporal information for each spatial patch @@ -775,24 +755,26 @@ def forward( embed_dim = latent.shape[-1] latent = latent.view(B, M, Tp, Hp, Wp, embed_dim) - agg_latent = self.temporal( - latent, M, Tp, Hp, Wp, daily_timef, padded_days_mask=padded_days_mask + agg_latent = checkpoint( + self.temporal, latent, M, daily_timef, padded_days_mask, use_reentrant=False ) # (B, M, Hp*Wp, embed_dim) # Step 3: Add geo position and scale encodings - geo_emb = self.geo_embedding( + geo_emb = checkpoint( + self.geo_embedding, geo_pos_embedding_patch, scale_feature_patch, - ) # (B, embed_dim) + use_reentrant=False, + )[:, None, None, :] # (B,1,1,E) # Broadcasting: same geo embedding for all M months at each Hp*Wp location # we use weighted mean patch embedding, see `geo_embedding_utils.py` - geo_emb = geo_emb[:, None, None, :] # (B,1,1,E) x = agg_latent + geo_emb # (B, M, Hp*Wp, E) # Step 4: Spatial mixing with Transformer # spatial transformer input shape = (B, N, C), output shape = (B, N, C) C: embedding dimension # M is folded in B. + C = x.shape[-1] x = x.reshape(B * M, Hp * Wp, C) x = self.spatial_tr(x) @@ -801,5 +783,7 @@ def forward( # Step 5: Decode to full-resolution 2D map # decoder input shape is (B, M*Hp*Wp, C), C: embedding dimension # decoder output shape is (B, M, H, W) - monthly_pred = self.decoder(x, M, H, W, land_mask_patch) # (B, M, H, W) + monthly_pred = checkpoint( + self.decoder, x, M, H, W, land_mask_patch, use_reentrant=False + ) # (B, M, H, W) return monthly_pred diff --git a/climanet/train.py b/climanet/train.py index 5bb9982..359b926 100644 --- a/climanet/train.py +++ b/climanet/train.py @@ -1,4 +1,3 @@ -import copy from torch.utils.data import Dataset from torch.optim.lr_scheduler import ReduceLROnPlateau from torch.utils.data import DataLoader @@ -112,40 +111,42 @@ def train_monthly_model( ) model.train() - for epoch in range(num_epoch + 1): + for epoch in range(num_epoch): epoch_loss = 0.0 optimizer.zero_grad() for i, batch in enumerate(dataloader): + # Move batch to the appropriate device + batch = {k: v.to(device, non_blocking=use_cuda) for k, v in batch.items()} + loss = _run_one_batch(model, batch) # Scale loss for gradient accumulation - scaled_loss = loss / accumulation_steps + scaled_loss = loss * (1.0 / accumulation_steps) scaled_loss.backward() # Track unscaled loss for logging - epoch_loss += loss.item() + epoch_loss += loss.detach() # Update weights every accumulation_steps batches if (i + 1) % accumulation_steps == 0: optimizer.step() - optimizer.zero_grad() + optimizer.zero_grad(set_to_none=True) # Handle remaining gradients if num_batches is not divisible by accumulation_steps if (i + 1) % accumulation_steps != 0: optimizer.step() - optimizer.zero_grad() + optimizer.zero_grad(set_to_none=True) # Calculate average epoch loss - avg_epoch_loss = epoch_loss / (i + 1) + avg_epoch_loss = epoch_loss.item() / (i + 1) writer.add_scalar("Loss/train", avg_epoch_loss, epoch) # Validation loss (optional) if validation_dataset is not None: # Store train loss for gap calculation avg_train_loss = avg_epoch_loss - _, avg_epoch_loss = predict_monthly_var( model, validation_dataset, @@ -175,7 +176,7 @@ def train_monthly_model( # Consider improvement only if loss decreases more than a small threshold if avg_epoch_loss < best_loss - 1e-4: best_loss = avg_epoch_loss - best_state_dict = copy.deepcopy(model.state_dict()) + best_state_dict = {k: v.detach() for k, v in model.state_dict().items()} counter = 0 else: counter += 1 diff --git a/climanet/utils.py b/climanet/utils.py index 719fd8c..878b1bc 100644 --- a/climanet/utils.py +++ b/climanet/utils.py @@ -260,6 +260,90 @@ def save_model(model: torch.nn.Module, run_dir: str, verbose: bool) -> None: print(f"Model saved to {model_path}") +def add_month_hour_dims( + hourly_ts: xr.DataArray, # (time, H, W) hourly + monthly_ts: xr.DataArray, # (time, H, W) monthly + time_dim: str = "time", + spatial_dims: Tuple[str, str] = ("lat", "lon"), +): + """Reshape hourly and monthly data to have explicit month (M) and hour (T) dimensions. + + Here we assume maximum 31 days in a month with 24 hours per day = 744 hours maximum. + Invalid hour entries will be padded with NaN. + + Returns + ------- + hourly_m : xr.DataArray - dims: (M, T=744, H, W) + monthly_m : xr.DataArray - dims: (M, H, W) + padded_hours_mask : xr.DataArray - dims: (M, T=744), bool, True where hour is padded + time_features : xr.DataArray - dims: (M, T=744, 2) + """ + # Month key as integer YYYYMM + hkey = hourly_ts[time_dim].dt.year * 100 + hourly_ts[time_dim].dt.month + mkey = monthly_ts[time_dim].dt.year * 100 + monthly_ts[time_dim].dt.month + + # Unique month keys preserving order + _, idx = np.unique(hkey.values, return_index=True) + month_keys = hkey.values[np.sort(idx)] + + # Create hour-of-month coordinate (1-744) + # hour_of_month = (day_of_month - 1) * 24 + hour_of_day + 1 + day_of_month = hourly_ts[time_dim].dt.day.values + hour_of_day = hourly_ts[time_dim].dt.hour.values + hour_of_month = (day_of_month - 1) * 24 + hour_of_day + 1 + + # Add M (month key) and T (hour of month) coordinates to hourly data + hourly_indexed = ( + hourly_ts.assign_coords(M=(time_dim, hkey.values), T=(time_dim, hour_of_month)) + .set_index({time_dim: ("M", "T")}) + .unstack(time_dim) + .reindex(T=np.arange(1, 745), M=month_keys) # 744 = 31 days * 24 hours + ) + # Force dim order: (M, T, H, W) + other_dims = [d for d in hourly_ts.dims if d != time_dim] + hourly_indexed = hourly_indexed.transpose("M", "T", *other_dims) + + # Build padded hours mask from hourly_indexed (NaN locations) + padded_hours_mask = ~hourly_indexed.notnull().any(dim=spatial_dims) + + # Align monthly data to same month keys/order + monthly_m = ( + monthly_ts.assign_coords(M=(time_dim, mkey.values)) + .swap_dims({time_dim: "M"}) + .drop_vars(time_dim) + .sel(M=month_keys) + ) + + # Build aligned datetime array (M, T) + time_da = hourly_ts[time_dim] + + # time_indexed is (M, T) with NaT for padded hours + time_indexed = ( + time_da.assign_coords(M=(time_dim, hkey.values), T=(time_dim, hour_of_month)) + .set_index({time_dim: ("M", "T")}) + .unstack(time_dim) + .reindex(T=np.arange(1, 745), M=month_keys) + ) + + # Determine day-of-year (doy) and hour-of-day (hod) + doy_period = 365.24 + hod_period = 24.0 + + doy = time_indexed.dt.dayofyear.fillna(0) + hod = time_indexed.dt.hour.fillna(0) + + # Create phase from day and hour + doy_phase = 2 * np.pi * doy / doy_period + hod_phase = 2 * np.pi * hod / hod_period + + # Stack cyclic encodings into time_features (M, T, 2) + time_features = xr.concat([doy_phase, hod_phase], dim="feature").transpose( + "M", "T", "feature" + ) + + return hourly_indexed, monthly_m, padded_hours_mask, time_features + + def configure_compute_resources( model: torch.nn.Module, device: str, @@ -360,7 +444,7 @@ def plot_histograms( target_t.values.flatten(), bins=bins, alpha=0.7, color="blue", density=True ) axs[t].set_xlabel(label) - axs[t].set_ylabel("Frequency") + axs[t].set_ylabel("Probability Density") axs[t].grid(True, alpha=0.3) # Prediction histogram (overlaid) diff --git a/docs/levante_usage.md b/docs/levante_usage.md new file mode 100644 index 0000000..cf41da6 --- /dev/null +++ b/docs/levante_usage.md @@ -0,0 +1,49 @@ +# + +## Using Jupyter Hub + +Jupyterhub allows to run the Jupyter notebook directly on the DKRZ HPC system +Levante. JupyterHub is available at https://jupyterhub.dkrz.de for all DKRZ +users who have access to Levante and who are allowed to submit batch jobs. + +Follow the step below to create a Jupyter kernel for ClimaNet. This only needs +to be done once, and the kernel will be available for all future Jupyter +sessions. + +1. Install uv: + +```bash +wget -qO- https://astral.sh/uv/install.sh | sh +source $HOME/.local/bin/env +``` + +2. Create a new conda environment and install ipykernel and climanet: + +```bash +cd ClimaNet +uv venv +source .venv/bin/activate + +uv sync +uv add ipykernel +``` + +3. Make the just created conda environment available as a notebook kernel by + running the following command: + +```bash +python -m ipykernel install --user --name climanet +``` + +4. Go to https://jupyterhub.dkrz.de and log in. Click the Start button in the + column `Advanced` and select the project account and job specifications like + node, cpu and gpus. + +5. When opening a notebook or starting a new empty notebook, select the kernel +called "climanet". Stop the jupyter lab server when you're done with it to avoid +wasting computational resources. To do this, click File and the Hub Control +Panel and then click the red Stop button. + +## Using slurm + +See [Running Jobs with Slurm](https://docs.dkrz.de/doc/levante/running-jobs/index.html). \ No newline at end of file diff --git a/notebooks/example_daily.ipynb b/notebooks/example_daily.ipynb index b51cc91..8c129ac 100644 --- a/notebooks/example_daily.ipynb +++ b/notebooks/example_daily.ipynb @@ -37,7 +37,7 @@ "source": [ "# without diurnal cycle\n", "data_folder = Path(\"./eso4clima/dc_data\")\n", - "run_dir=\"./runs_daily\"\n", + "run_dir = \"./runs_daily\"\n", "\n", "var_name = \"tos\"\n", "\n", @@ -193,9 +193,7 @@ { "cell_type": "markdown", "id": "945ec311-53b3-4cac-a1e3-d16f4508e7a7", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "### Start training loop" ] @@ -208,7 +206,10 @@ "outputs": [], "source": [ "# Device and resources\n", - "model = configure_compute_resources(model, device=\"cpu\", compute_threads=4, dataloader_num_workers=2)" + "device = \"cpu\"\n", + "compute_threads = 4\n", + "dataloader_num_workers = 2\n", + "model = configure_compute_resources(model, device=device, compute_threads=compute_threads, dataloader_num_workers=dataloader_num_workers)" ] }, { @@ -245,7 +246,7 @@ "# verbose is True\n", "batch_size = 10\n", "trained_model = train_monthly_model(\n", - " model, train_dataset, validation_dataset=validation_dataset, batch_size=batch_size, num_epoch=100, accumulation_steps=5, run_dir=run_dir, dataloader_num_workers=2,\n", + " model, train_dataset, validation_dataset=validation_dataset, batch_size=batch_size, num_epoch=100, accumulation_steps=5, device=device, run_dir=run_dir, dataloader_num_workers=dataloader_num_workers,\n", ")" ] }, @@ -284,7 +285,7 @@ "# inference on test data, verbose is True\n", "batch_size = 10\n", "predictions = predict_monthly_var(\n", - " model=\"runs/best_model.pth\", dataset=test_dataset, batch_size=batch_size, save_predictions=True, run_dir=run_dir\n", + " model=\"runs/best_model.pth\", dataset=test_dataset, batch_size=batch_size, save_predictions=True, device=device, run_dir=run_dir, dataloader_num_workers=dataloader_num_workers,\n", ")" ] }, @@ -330,7 +331,8 @@ "source": [ "batch_size = 4\n", "predictions_res = predict_monthly_var(\n", - " model=f\"{run_dir}/best_model.pth\", dataset=dataset, batch_size=batch_size, verbose=False, save_predictions=True, run_dir=run_dir\n", + " model=f\"{run_dir}/best_model.pth\", dataset=dataset, batch_size=batch_size, verbose=False, save_predictions=True, device=device, run_dir=run_dir, dataloader_num_workers=dataloader_num_workers,\n", + ")\n", ")" ] }, diff --git a/notebooks/example_hourly.ipynb b/notebooks/example_hourly.ipynb new file mode 100644 index 0000000..a5e9b7c --- /dev/null +++ b/notebooks/example_hourly.ipynb @@ -0,0 +1,438 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "f8fe27a3-710c-47b0-95c7-00d764eec025", + "metadata": {}, + "outputs": [], + "source": [ + "from pathlib import Path\n", + "import xarray as xr\n", + "import torch\n", + "import torch.nn.functional\n", + "from climanet.st_encoder_decoder import SpatioTemporalModel\n", + "from climanet.utils import pred_to_numpy, set_seed, configure_compute_resources, plot_results, plot_histograms\n", + "from climanet.train import train_monthly_model\n", + "from climanet.predict import predict_monthly_var\n", + "from climanet import STDataset\n", + "\n", + "from torch.utils.data import random_split\n", + "\n", + "import time" + ] + }, + { + "cell_type": "markdown", + "id": "d0f5c8e2-693b-4f6e-8e88-e3c002001b24", + "metadata": {}, + "source": [ + "## Read data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f383c4c8-0199-4092-be12-07be525fdec1", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# without diurnal cycle\n", + "data_folder = Path(\"../../eso4clima/dc_data\")\n", + "run_dir = \"./runs_hourly\"\n", + "var_name = \"tos\"\n", + "\n", + "file_names = [data_folder / f\"202101_hr_ERA5dc_masked_{var_name}.nc\", data_folder / f\"202102_hr_ERA5dc_masked_{var_name}.nc\"]\n", + "daily_data = xr.open_mfdataset(file_names)\n", + "\n", + "file_names = [data_folder / f\"202101_mon_ERA5dc_full_{var_name}.nc\", data_folder / f\"202102_mon_ERA5dc_full_{var_name}.nc\"]\n", + "monthly_data = xr.open_mfdataset(file_names)\n", + "\n", + "file_name = data_folder / \"era5_lsm_bool.nc\" # downloded from era5 and regridded using the function `regrid_to_boundary_centered_grid`\n", + "lsm_mask = xr.open_dataset(file_name)\n", + "lsm_mask = lsm_mask.rename({'latitude': 'lat', 'longitude': 'lon'})" + ] + }, + { + "cell_type": "markdown", + "id": "b4be672b-a2c1-4a6f-89a1-2c22cc6cde02", + "metadata": {}, + "source": [ + "## Subset data (for fast example)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "c61aee7b-6083-4466-883c-19aa9a03cfca", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1416, 160, 400) (2, 160, 400)\n" + ] + } + ], + "source": [ + "# coordinates of subset\n", + "lon_subset = slice(-50, 50) # one lon -179.9 is nan, check data\n", + "lat_subset = slice(-30, 10)\n", + "\n", + "daily_subset = daily_data.sel(lon=lon_subset, lat=lat_subset)\n", + "monthly_subset = monthly_data.sel(lon=lon_subset, lat=lat_subset)\n", + "lsm_subset = lsm_mask.sel(lon=lon_subset, lat=lat_subset) # True=Land\n", + "\n", + "print(daily_subset[var_name].shape, monthly_subset[var_name].shape) # (time, lat, lon)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "65edf290-5a9e-4c88-9701-a6ca84c058ff", + "metadata": {}, + "outputs": [], + "source": [ + "# calculate residuals as target\n", + "daily_subset_averaged = daily_subset.resample(time=\"MS\").mean(skipna=True)\n", + "daily_subset_averaged[\"time\"] = monthly_subset[\"time\"]\n", + "\n", + "# Residuals\n", + "monthly_subset_res = monthly_subset - daily_subset_averaged" + ] + }, + { + "cell_type": "markdown", + "id": "8b69667c-18f9-4f2b-b7ff-0f737a6e1543", + "metadata": {}, + "source": [ + "## Train the model" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "1ceb7756-f274-4823-bded-87c0f8f16a79", + "metadata": {}, + "outputs": [], + "source": [ + "# create the model (small)\n", + "set_seed()\n", + "\n", + "patch_size = (1, 4, 4)\n", + "model = SpatioTemporalModel(patch_size=patch_size, overlap=2, num_months=2, embed_dim=64, dropout=0.2, hidden=64)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "a9d056b8-2cb1-42af-94d6-9fb58586dcbc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Patch grid: 16 x 46 = 736 patches\n", + "Overlap: 32 pixels (height), 32 pixels (width)\n", + "736\n" + ] + } + ], + "source": [ + "# create dataset\n", + "num_patches = (10, 10)\n", + "spatial_patch_size = (patch_size[1]*num_patches[0], patch_size[2]*num_patches[1])\n", + "stride = (spatial_patch_size[0] // 5, spatial_patch_size[1] // 5)\n", + "\n", + "dataset = STDataset(\n", + " daily_da=daily_subset[var_name],\n", + " monthly_da=monthly_subset_res[var_name],\n", + " land_mask=lsm_subset[\"lsm\"],\n", + " patch_size=spatial_patch_size, # based on the patch_size in model\n", + " stride=stride,\n", + " sh_embed_dim=96,\n", + " sh_order_L = 10,\n", + " is_hourly=True,\n", + " \n", + ")\n", + "print(len(dataset))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "548f1c6b-3d8a-4fcb-ae59-69808955550a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "441 220 75\n" + ] + } + ], + "source": [ + "# create train test data\n", + "generator = torch.Generator().manual_seed(42)\n", + "train_size = int(0.6 * len(dataset))\n", + "validation_size = int(0.3 * len(dataset))\n", + "test_size = len(dataset) - train_size - validation_size\n", + "train_dataset, validation_dataset, test_dataset = random_split(dataset, [train_size, validation_size, test_size], generator=generator)\n", + "print(len(train_dataset), len(validation_dataset), len(test_dataset))" + ] + }, + { + "cell_type": "markdown", + "id": "945ec311-53b3-4cac-a1e3-d16f4508e7a7", + "metadata": {}, + "source": [ + "### Start training loop" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "71481276-9c4b-4491-8f03-860d7ee50486", + "metadata": {}, + "outputs": [], + "source": [ + "# Device and resources\n", + "compute_threads = 120\n", + "dataloader_num_workers = 4\n", + "device = \"cpu\"\n", + "model = configure_compute_resources(model, device=device, compute_threads=compute_threads, dataloader_num_workers=dataloader_num_workers)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b9742e67-165f-4b5a-bab0-27b8b0d7070d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 0: gap between train and val loss: -0.002949\n", + "Epoch 0: best_loss = 0.027323\n", + "Epoch 20: gap between train and val loss: -0.000363\n", + "Epoch 20: best_loss = 0.023738\n", + "Epoch 40: gap between train and val loss: -0.000163\n", + "Epoch 40: best_loss = 0.023513\n", + "Training complete. Best loss: 0.023513\n", + "Model saved to runs_hourly/best_model.pth\n", + "80.24\n" + ] + } + ], + "source": [ + "start = time.time()\n", + "# verbose is True\n", + "batch_size = 10\n", + "trained_model = train_monthly_model(\n", + " model, train_dataset, validation_dataset=validation_dataset, batch_size=batch_size, num_epoch=50, accumulation_steps=20, run_dir=run_dir, device=device, dataloader_num_workers=dataloader_num_workers,\n", + ")\n", + "\n", + "total_time = (time.time() - start) / 60.0\n", + "print(f\"{total_time:.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "e27a96aa-5560-47b6-91eb-dc4530dca090", + "metadata": {}, + "source": [ + "## Inspect results and compare" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "7c2deb40-bee8-4973-80f0-9d9485eabf0c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Processed batch 1/2, with loss: 0.0257\n", + "Processed batch 2/2, with loss: 0.0277\n", + "Average loss over all batches: 0.0267\n", + "Predictions saved to './runs_hourly'\n" + ] + } + ], + "source": [ + "# inference on test data, verbose is True\n", + "batch_size = 50\n", + "predictions = predict_monthly_var(\n", + " model=f\"{run_dir}/best_model.pth\", dataset=test_dataset, batch_size=batch_size, save_predictions=True, run_dir=run_dir, device=device, dataloader_num_workers=dataloader_num_workers,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "200264a1-c3cb-42d2-95eb-887259ed63cb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Patch grid: 4 x 10 = 40 patches\n", + "Overlap: 0 pixels (height), 0 pixels (width)\n", + "40\n" + ] + } + ], + "source": [ + "# inference on whole dataset\n", + "num_patches = (10, 10)\n", + "spatial_patch_size = (patch_size[1]*num_patches[0], patch_size[2]*num_patches[1])\n", + "\n", + "dataset = STDataset(\n", + " daily_da=daily_subset[var_name],\n", + " monthly_da=monthly_subset_res[var_name],\n", + " land_mask=lsm_subset[\"lsm\"],\n", + " patch_size=spatial_patch_size, # based on the patch_size in model\n", + " sh_embed_dim=96,\n", + " sh_order_L = 10,\n", + " is_hourly=True, \n", + ")\n", + "print(len(dataset))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "74c0cfd5-4ebf-4df6-b788-19563a76155b", + "metadata": {}, + "outputs": [], + "source": [ + "batch_size = 50\n", + "predictions_res = predict_monthly_var(\n", + " model=f\"{run_dir}/best_model.pth\", dataset=dataset, batch_size=batch_size, verbose=False, save_predictions=True, run_dir=run_dir, device=device, dataloader_num_workers=dataloader_num_workers,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "7e2964b3-3fce-4df1-bb97-8677ef3bbfbf", + "metadata": {}, + "outputs": [], + "source": [ + "# add to monthly average\n", + "predictions = daily_subset_averaged[var_name] + predictions_res[\"predictions\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "3b0e3f24-c9d0-48e8-858a-48deb8d000d2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ocean = ~lsm_subset[\"lsm\"].values\n", + "masked_target = monthly_subset[var_name].where(ocean)\n", + "masked_pred = predictions.where(ocean)\n", + "plot_results(masked_target, masked_pred, label=\"SST K\", title=(\"Target\", \"Prediction\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "7ba5d204-aefc-4103-8475-c802c603ad3f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "err_baseline = (monthly_subset[var_name] - daily_subset_averaged[var_name]) # M - mean(D)\n", + "err_predictions = (monthly_subset[var_name] - predictions) # M - M_hat\n", + "\n", + "ocean = ~lsm_subset[\"lsm\"].values\n", + "masked_err_baseline = err_baseline.where(ocean) \n", + "masked_err_predictions = err_predictions.where(ocean) \n", + "\n", + "plot_results(masked_err_baseline, masked_err_predictions, label=\"error K\", title=(\"err_Baseline\", \"err_Prediction\"), error=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "a7420dc7-fe1b-4f34-a62e-5914091f04b7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_histograms(masked_err_baseline, masked_err_predictions, label=\"error K\", legend_labels=(\"err_Baseline\", \"err_Prediction\"))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7e593e9f-60dd-4054-9267-93fe1f582776", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.14" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/tests/test_dataset.py b/tests/test_dataset.py index 8655025..76c9b43 100644 --- a/tests/test_dataset.py +++ b/tests/test_dataset.py @@ -60,7 +60,7 @@ def test_len_and_shapes(): assert len(dataset) == 4 sample = dataset[0] - assert sample["coords"] == (0, 0) + assert torch.equal(sample["coords"], torch.tensor([0, 0])) assert sample["daily_patch"].shape == (1, 1, 31, 2, 2) assert sample["monthly_patch"].shape == (1, 2, 2) assert sample["daily_mask_patch"].shape == (1, 1, 31, 2, 2) @@ -97,7 +97,7 @@ def test_index_mapping_and_mask_values(): ) sample = dataset[3] - assert sample["coords"] == (2, 2) + assert torch.equal(sample["coords"], torch.tensor([2, 2])) expected_mask = land_mask.isel(lat=slice(2, 4), lon=slice(2, 4)).to_numpy() assert torch.equal(sample["land_mask_patch"], torch.from_numpy(expected_mask))