-
Notifications
You must be signed in to change notification settings - Fork 1
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- Loading branch information
Showing
1 changed file
with
147 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,147 @@ | ||
from typing import Any | ||
import pynwb | ||
import h5py | ||
import lindi | ||
|
||
|
||
nwb_lindi_fname = 'example.nwb.lindi' | ||
nwb_fname = 'example.nwb' | ||
|
||
|
||
def test_write_lindi(): | ||
print('test_write_lindi') | ||
nwbfile = _create_sample_nwb_file() | ||
with lindi.LindiH5pyFile.from_lindi_file(nwb_lindi_fname, mode='w') as client: | ||
with pynwb.NWBHDF5IO(file=client, mode='w') as io: | ||
io.write(nwbfile) # type: ignore | ||
|
||
|
||
def test_read_lindi(): | ||
print('test_read_lindi') | ||
with lindi.LindiH5pyFile.from_lindi_file(nwb_lindi_fname, mode='r') as client: | ||
with pynwb.NWBHDF5IO(file=client, mode='r') as io: | ||
nwbfile = io.read() | ||
print(nwbfile) | ||
|
||
|
||
def test_write_h5(): | ||
print('test_write_h5') | ||
nwbfile = _create_sample_nwb_file() | ||
with h5py.File(nwb_fname, 'w') as h5f: | ||
with pynwb.NWBHDF5IO(file=h5f, mode='w') as io: | ||
io.write(nwbfile) # type: ignore | ||
|
||
|
||
def test_read_h5(): | ||
print('test_read_h5') | ||
with h5py.File(nwb_fname, 'r') as h5f: | ||
with pynwb.NWBHDF5IO(file=h5f, mode='r') as io: | ||
nwbfile = io.read() | ||
print(nwbfile) | ||
|
||
|
||
def _create_sample_nwb_file(): | ||
from datetime import datetime | ||
from uuid import uuid4 | ||
|
||
import numpy as np | ||
from dateutil.tz import tzlocal | ||
|
||
from pynwb import NWBFile | ||
from pynwb.ecephys import LFP, ElectricalSeries | ||
|
||
nwbfile: Any = NWBFile( | ||
session_description="my first synthetic recording", | ||
identifier=str(uuid4()), | ||
session_start_time=datetime.now(tzlocal()), | ||
experimenter=[ | ||
"Baggins, Bilbo", | ||
], | ||
lab="Bag End Laboratory", | ||
institution="University of Middle Earth at the Shire", | ||
experiment_description="I went on an adventure to reclaim vast treasures.", | ||
session_id="LONELYMTN001", | ||
) | ||
|
||
device = nwbfile.create_device( | ||
name="array", description="the best array", manufacturer="Probe Company 9000" | ||
) | ||
|
||
nwbfile.add_electrode_column(name="label", description="label of electrode") | ||
|
||
nshanks = 4 | ||
nchannels_per_shank = 3 | ||
electrode_counter = 0 | ||
|
||
for ishank in range(nshanks): | ||
# create an electrode group for this shank | ||
electrode_group = nwbfile.create_electrode_group( | ||
name="shank{}".format(ishank), | ||
description="electrode group for shank {}".format(ishank), | ||
device=device, | ||
location="brain area", | ||
) | ||
# add electrodes to the electrode table | ||
for ielec in range(nchannels_per_shank): | ||
nwbfile.add_electrode( | ||
group=electrode_group, | ||
label="shank{}elec{}".format(ishank, ielec), | ||
location="brain area", | ||
) | ||
electrode_counter += 1 | ||
|
||
all_table_region = nwbfile.create_electrode_table_region( | ||
region=list(range(electrode_counter)), # reference row indices 0 to N-1 | ||
description="all electrodes", | ||
) | ||
|
||
raw_data = np.random.randn(50, 12) | ||
raw_electrical_series = ElectricalSeries( | ||
name="ElectricalSeries", | ||
data=raw_data, | ||
electrodes=all_table_region, | ||
starting_time=0.0, # timestamp of the first sample in seconds relative to the session start time | ||
rate=20000.0, # in Hz | ||
) | ||
|
||
nwbfile.add_acquisition(raw_electrical_series) | ||
|
||
lfp_data = np.random.randn(50, 12) | ||
lfp_electrical_series = ElectricalSeries( | ||
name="ElectricalSeries", | ||
data=lfp_data, | ||
electrodes=all_table_region, | ||
starting_time=0.0, | ||
rate=200.0, | ||
) | ||
|
||
lfp = LFP(electrical_series=lfp_electrical_series) | ||
|
||
ecephys_module = nwbfile.create_processing_module( | ||
name="ecephys", description="processed extracellular electrophysiology data" | ||
) | ||
ecephys_module.add(lfp) | ||
|
||
nwbfile.add_unit_column(name="quality", description="sorting quality") | ||
|
||
firing_rate = 20 | ||
n_units = 10 | ||
res = 1000 | ||
duration = 20 | ||
for n_units_per_shank in range(n_units): | ||
spike_times = ( | ||
np.where(np.random.rand((res * duration)) < (firing_rate / res))[0] / res | ||
) | ||
nwbfile.add_unit(spike_times=spike_times, quality="good") | ||
|
||
return nwbfile | ||
|
||
|
||
if __name__ == '__main__': | ||
test_write_lindi() | ||
test_read_lindi() | ||
print('_________________________________') | ||
print('') | ||
|
||
test_write_h5() | ||
test_read_h5() |