I am trying to remote read a netcdf file.
I used paramiko package to read my file, like this:
import paramiko
from netCDF4 import Data
Calling SFTPFile.prefetch should increase the read speed:
ncfile = sftp_client.open('mynetCDFfile')
ncfile.prefetch()
b_ncfile = ncfile.read()
Another option is enabling read buffering, using bufsize
parameter of SFTPClient.open:
ncfile = sftp_client.open('mynetCDFfile', bufsize=32768)
b_ncfile = ncfile.read()
(32768
is a value of SFTPFile.MAX_REQUEST_SIZE
)
Similarly for writes/uploads:
Writing to a file on SFTP server opened using pysftp "open" method is slow.
Yet another option is to explicitly specify the amount of data to read (it makes BufferedFile.read take a more efficient code path):
ncfile = sftp_client.open('mynetCDFfile')
b_ncfile = ncfile.read(ncfile.stat().st_size)
If none of that works, you can download the whole file to memory instead:
Use pdfplumber and Paramiko to read a PDF file from an SFTP server
Obligatory warning: Do not use AutoAddPolicy
this way – You are losing a protection against MITM attacks by doing so. For a correct solution, see Paramiko "Unknown Server".