|
| 1 | +""" Benchmarks for load and save of image arrays |
| 2 | +
|
| 3 | +Run benchmarks with:: |
| 4 | +
|
| 5 | + >>> import nibabel as nib |
| 6 | + >>> nib.bench() |
| 7 | +
|
| 8 | +If you have doctests enabled by default in nose (with a noserc file or |
| 9 | +environment variable), or you have a numpy version > 1.6.1, this will also run |
| 10 | +the doctests, let's hope they pass. |
| 11 | +""" |
| 12 | +import sys |
| 13 | + |
| 14 | +import numpy as np |
| 15 | + |
| 16 | +from ..py3k import BytesIO |
| 17 | +from .. import Nifti1Image |
| 18 | + |
| 19 | +from numpy.testing import measure |
| 20 | + |
| 21 | +def bench_load_save(): |
| 22 | + rng = np.random.RandomState(20111001) |
| 23 | + repeat = 4 |
| 24 | + img_shape = (128, 128, 64) |
| 25 | + arr = rng.normal(size=img_shape) |
| 26 | + img = Nifti1Image(arr, np.eye(4)) |
| 27 | + sio = BytesIO() |
| 28 | + img.file_map['image'].fileobj = sio |
| 29 | + hdr = img.get_header() |
| 30 | + sys.stdout.flush() |
| 31 | + print "\nImage load save" |
| 32 | + print "----------------" |
| 33 | + hdr.set_data_dtype(np.float32) |
| 34 | + mtime = measure('img.to_file_map()', repeat) |
| 35 | + print '%30s %6.2f' % ('Save float64 to float32', mtime) |
| 36 | + mtime = measure('img.from_file_map(img.file_map)', repeat) |
| 37 | + print '%30s %6.2f' % ('Load from float32', mtime) |
| 38 | + hdr.set_data_dtype(np.int16) |
| 39 | + mtime = measure('img.to_file_map()', repeat) |
| 40 | + print '%30s %6.2f' % ('Save float64 to int16', mtime) |
| 41 | + mtime = measure('img.from_file_map(img.file_map)', repeat) |
| 42 | + print '%30s %6.2f' % ('Load from int16', mtime) |
| 43 | + arr = np.random.random_integers(low=-1000,high=-1000, size=img_shape) |
| 44 | + arr = arr.astype(np.int16) |
| 45 | + img = Nifti1Image(arr, np.eye(4)) |
| 46 | + sio = BytesIO() |
| 47 | + img.file_map['image'].fileobj = sio |
| 48 | + hdr = img.get_header() |
| 49 | + hdr.set_data_dtype(np.float32) |
| 50 | + mtime = measure('img.to_file_map()', repeat) |
| 51 | + print '%30s %6.2f' % ('Save Int16 to float32', mtime) |
| 52 | + sys.stdout.flush() |
0 commit comments