how to convert the database file into hdf5 format.

My database file can have large file sometime due to which I can't read and write data from it, as it crashes the MATLAB. So i am thinking to convert my database into hdf5 format, how can I convert the db file to hdf5 format because a sql query from the db can crash MATLAB.

댓글 수: 4

KSSV
KSSV 2022년 8월 10일
REad about h5create, h5write
MakM
MakM 2022년 8월 10일
Hi KSSV,
The thing is, database is too large to read, for the h5create I need to first read the db file then write it into hdf5 format. Is there any way I can directly shift the data from db to hdf5?
KSSV
KSSV 2022년 8월 10일
To my knowledge. You need to read and then write.
MakM
MakM 2022년 8월 10일
Any other way do u sugeest, I can try to prevent MATLAB crash ?

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답변 (1개)

Divyam
Divyam 2024년 9월 19일
Hi @MakM,
As a first step, create a dataset in the HDF5 file with unlimited dimensions in accordance with your data. Refer to the following documentation links as a guide:
To ensure that the SQL query from the database does not crash MATLAB, use a loop, and import a chunk with appropriate chunk size from the data such that the chunk size doesn't exceed MATLAB memory limits.
% Pseudocode
% Define the connection to your database
conn = database(<>);
% Define the chunk size
chunkSize = 1000;
% Initialize the HDF5 file
h5FileName = 'my_data.h5';
% Example: Create a dataset in the HDF5 file with unlimited dimensions
h5create(h5FileName, '/my_dataset', [Inf, numColumns], 'ChunkSize', [chunkSize, numColumns]);
% Keep track of the number of rows written
rowsWritten = 0;
while true
% Retrieve a chunk of data from the database
sqlQuery = sprintf('SELECT * FROM my_table LIMIT %d OFFSET %d', chunkSize, rowsWritten);
% conn is your database connection
dataChunk = fetch(conn, sqlQuery);
% Break the loop if no more data is returned
if isempty(dataChunk)
break;
end
% Convert the data chunk to a format suitable for HDF5
dataMatrix = table2array(dataChunk);
% Write the data chunk to the HDF5 file
h5write(h5FileName, '/my_dataset', dataMatrix, [rowsWritten + 1, 1], size(dataMatrix));
% Update the number of rows written
rowsWritten = rowsWritten + size(dataMatrix, 1);
end
% Close the database connection
close(conn);
For more information regarding the "h5create" and "h5write" functions, refer to the following documentation links:

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질문:

2022년 8월 10일

답변:

2024년 9월 19일

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