mlmc.sample_storage_hdf.SampleStorageHDF
- class mlmc.sample_storage_hdf.SampleStorageHDF(file_path)[source]
Store and manage sample data in an HDF5 file.
This implementation of the SampleStorage interface provides efficient persistent storage for MLMC simulation results using HDF5.
- __init__(file_path)[source]
Initialize the HDF5 storage and create or load the file structure.
- Parameters:
file_path – Absolute path to the HDF5 file. If the file exists, it will be loaded instead of created.
Methods
__init__(file_path)Initialize the HDF5 storage and create or load the file structure.
chunks([level_id, n_samples])Create a generator yielding chunk specifications for collected data.
clear_failed()Clear all failed sample records from storage.
failed_samples()Return dictionary of failed samples for each level.
get_level_ids()Get identifiers of all levels stored in HDF5.
get_level_parameters()Load stored level parameters (e.g., step sizes or resolutions).
get_n_collected()Get the number of collected (stored) samples for each level.
get_n_levels()Get total number of levels present in storage.
get_n_ops()Get the average number of operations per sample for each level.
load_result_format()Load and reconstruct the result format from HDF5.
load_scheduled_samples()Load scheduled samples from storage.
n_finished()Count the number of finished samples for each level.
sample_pairs()Retrieve all sample pairs from storage.
sample_pairs_level(chunk_spec)Retrieve samples for a specific level and chunk.
save_global_data(level_parameters, result_format)Save HDF5 global attributes including simulation parameters and result format.
save_n_ops(n_ops)Save the estimated number of operations (e.g., runtime) for each level.
save_result_format(result_format, res_dtype)Save result format metadata to HDF5.
save_samples(successful, failed)Save successful and failed samples to the HDF5 storage.
save_scheduled_samples(level_id, samples)Append scheduled sample identifiers for a specific level.
unfinished_ids()Return identifiers of all unfinished samples.