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# MJB (UKCEH) Aug-2024 | ||
# Example script for a pangeo-forge-recipe to convert | ||
# gridded netcdf files to a zarr datastore ready for upload | ||
# to object storage. | ||
# See jupyter notebook for more details and explanations/comments | ||
# Please note that this script/notebook is intended to serve as an example only, | ||
# and be adapted for your own datasets. | ||
|
||
import os | ||
import apache_beam as beam | ||
from pangeo_forge_recipes.patterns import ConcatDim, FilePattern | ||
from apache_beam.options.pipeline_options import PipelineOptions | ||
from pangeo_forge_recipes.transforms import ( | ||
OpenWithXarray, | ||
StoreToZarr, | ||
ConsolidateDimensionCoordinates, | ||
ConsolidateMetadata, | ||
) | ||
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||
startyear = 1990 | ||
endyear = 2016 # inclusive | ||
indir = "/home/users/mattjbr/fdri/data/gear-hrly" | ||
pre = "CEH-GEAR-1hr-v2_" | ||
suf = ".nc" | ||
td = "/work/scratch-pw2/mattjbr" | ||
tn = "gear_1hrly_fulloutput_yearly_100km_chunks.zarr" | ||
target_chunks = {"time": 365.25*24, "y": 100, "x": 100} | ||
#nprocs = 64 | ||
prune = 12 # no. of files to process, set to 0 to use all | ||
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if not os.path.exists(td): | ||
os.makedirs(td) | ||
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def make_path(yearmonth): | ||
filename = pre + yearmonth + suf | ||
return os.path.join(indir, filename) | ||
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years = list(range(startyear, endyear + 1)) | ||
months = list(range(1, 13)) | ||
ymonths = [f"{year}{month:02d}" for month in months for year in years] | ||
time_concat_dim = ConcatDim("time", ymonths) | ||
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pattern = FilePattern(make_path, time_concat_dim) | ||
if prune > 0: | ||
pattern = pattern.prune(nkeep=prune) | ||
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recipe = ( | ||
beam.Create(pattern.items()) | ||
| OpenWithXarray(file_type=pattern.file_type) | ||
| StoreToZarr( | ||
target_root=td, | ||
store_name=tn, | ||
combine_dims=pattern.combine_dim_keys, | ||
target_chunks=target_chunks, | ||
) | ||
| ConsolidateDimensionCoordinates() | ||
| ConsolidateMetadata() | ||
) | ||
|
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#beam_options = PipelineOptions( | ||
# direct_num_workers=nprocs, direct_running_mode="multi_processing" | ||
#) | ||
#with beam.Pipeline(options=beam_options) as p: | ||
# p | recipe | ||
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with beam.Pipeline() as p: | ||
p | recipe |