Datasets:
Update terramesh.py
Browse files- terramesh.py +5 -9
terramesh.py
CHANGED
|
@@ -117,7 +117,7 @@ def build_terramesh_dataset(
|
|
| 117 |
modalities = modalities[0]
|
| 118 |
|
| 119 |
# No shuffle and partial load for val
|
| 120 |
-
shuffle =
|
| 121 |
partial = partial if partial is not None else split == "val"
|
| 122 |
shardshuffle = shardshuffle * shuffle
|
| 123 |
|
|
@@ -163,17 +163,13 @@ def build_terramesh_dataset(
|
|
| 163 |
return dataset
|
| 164 |
|
| 165 |
|
| 166 |
-
def
|
| 167 |
if key == "zarr.zip" or key.endswith(".zarr.zip"):
|
| 168 |
mapper = fsspec.filesystem("zip", fo=io.BytesIO(value), block_size=None).get_mapper("")
|
| 169 |
return zarr.open_consolidated(mapper, mode="r")["bands"][...]
|
| 170 |
|
| 171 |
|
| 172 |
-
|
| 173 |
-
default_decoder = wds.decode()
|
| 174 |
-
|
| 175 |
-
|
| 176 |
-
def zarr_metadata_decoder(sample):
|
| 177 |
for key, value in list(sample.items()):
|
| 178 |
if key == "zarr.zip" or key.endswith(".zarr.zip"):
|
| 179 |
mapper = fsspec.filesystem("zip", fo=io.BytesIO(value), block_size=None).get_mapper("")
|
|
@@ -269,7 +265,7 @@ def build_wds_dataset(
|
|
| 269 |
)
|
| 270 |
|
| 271 |
# Decode from bytes to numpy arrays, etc.
|
| 272 |
-
dataset = dataset.map(
|
| 273 |
|
| 274 |
# Rename modality to "image" and remove temporal dimension
|
| 275 |
dataset = dataset.rename(image="zarr.zip")
|
|
@@ -298,7 +294,7 @@ def _subset_pipeline(urls, *, batch_size, shardshuffle, deterministic, seed, emp
|
|
| 298 |
multi_tarfile_samples,
|
| 299 |
wds.shuffle(shardshuffle, seed=seed),
|
| 300 |
# Decode from bytes to numpy arrays, etc.
|
| 301 |
-
(wds.map(
|
| 302 |
# Remove time dimension from tensors
|
| 303 |
wds.map(drop_time_dim) if not time_dim else wds.map(identity),
|
| 304 |
wds.map(remove_extensions),
|
|
|
|
| 117 |
modalities = modalities[0]
|
| 118 |
|
| 119 |
# No shuffle and partial load for val
|
| 120 |
+
shuffle = shuffle if shuffle is not None else split != "val"
|
| 121 |
partial = partial if partial is not None else split == "val"
|
| 122 |
shardshuffle = shardshuffle * shuffle
|
| 123 |
|
|
|
|
| 163 |
return dataset
|
| 164 |
|
| 165 |
|
| 166 |
+
def zarr_decoding(key, value):
|
| 167 |
if key == "zarr.zip" or key.endswith(".zarr.zip"):
|
| 168 |
mapper = fsspec.filesystem("zip", fo=io.BytesIO(value), block_size=None).get_mapper("")
|
| 169 |
return zarr.open_consolidated(mapper, mode="r")["bands"][...]
|
| 170 |
|
| 171 |
|
| 172 |
+
def zarr_metadata_decoding(sample):
|
|
|
|
|
|
|
|
|
|
|
|
|
| 173 |
for key, value in list(sample.items()):
|
| 174 |
if key == "zarr.zip" or key.endswith(".zarr.zip"):
|
| 175 |
mapper = fsspec.filesystem("zip", fo=io.BytesIO(value), block_size=None).get_mapper("")
|
|
|
|
| 265 |
)
|
| 266 |
|
| 267 |
# Decode from bytes to numpy arrays, etc.
|
| 268 |
+
dataset = dataset.map(zarr_metadata_decoding) if return_metadata else dataset.decode(zarr_decoding)
|
| 269 |
|
| 270 |
# Rename modality to "image" and remove temporal dimension
|
| 271 |
dataset = dataset.rename(image="zarr.zip")
|
|
|
|
| 294 |
multi_tarfile_samples,
|
| 295 |
wds.shuffle(shardshuffle, seed=seed),
|
| 296 |
# Decode from bytes to numpy arrays, etc.
|
| 297 |
+
(wds.map(zarr_metadata_decoding) if return_metadata else wds.decode(zarr_decoding)),
|
| 298 |
# Remove time dimension from tensors
|
| 299 |
wds.map(drop_time_dim) if not time_dim else wds.map(identity),
|
| 300 |
wds.map(remove_extensions),
|