Kilosort 4 error: Unable to allocate 117. TiB for an array with shape (4002249, 4002249)

[steevelaquitaine]

Hi, thanks a lot for adding Kilosort 4 to the pipeline so quickly! I get an "numpy.core._exceptions._ArrayMemoryError" error when I run spike sorting with it. Has someone encountered and solved this error before?

Thanks in advance!

import spikeinterface.preprocessing as spre # spikeinterface 0.100.5

# load recording extractor
Wired10mInt16 = si.load_extractor(RECORDING_EXTRACTOR_PATH)
print(Wired10mInt16)

# convert to int16
Wired10mInt16 = spre.astype(Wired10mInt16, "int16")

# sort
sorting_KS4 = ss.run_sorter(sorter_name='kilosort4',
                            recording=Wired10mInt16,
                            remove_existing_folder=True,
                            output_folder=SORTING_PATH,
                            verbose=True)

Output:

BinaryFolderRecording: 384 channels - 40.0kHz - 1 segments - 24,000,000 samples 600.00s (10.00 minutes) - int16 dtype - 17.17 GiB

write_binary_recording: 0%| | 0/1 [00:00<?, ?it/s] write_binary_recording: 100%|██████████| 1/1 [12:28<00:00, 748.47s/it] write_binary_recording: 100%|██████████| 1/1 [12:28<00:00, 748.47s/it] /gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_100_5/lib/python3.9/site-packages/kilosort/io.py:497: UserWarning: The given NumPy array is not writable, and PyTorch does not support non-writable tensors. This means writing to this tensor will result in undefined behavior. You may want to copy the array to protect its data or make it writable before converting it to a tensor. This type of warning will be suppressed for the rest of this program. (Triggered internally at ../torch/csrc/utils/tensor_numpy.cpp:206.) X[:, self.nt : self.nt+nsamp] = torch.from_numpy(data).to(self.device).float() Traceback (most recent call last): File "/gpfs/bbp.cscs.ch/home/laquitai/spack_install/environments/spack_python3_9/.spack-env/view/lib/python3.9/runpy.py", line 197, in _run_module_as_main return _run_code(code, main_globals, None, File "/gpfs/bbp.cscs.ch/home/laquitai/spack_install/environments/spack_python3_9/.spack-env/view/lib/python3.9/runpy.py", line 87, in _run_code exec(code, run_globals) File "/gpfs/bbp.cscs.ch/project/proj85/home/laquitai/preprint_2023/src/pipes/sorting/marques_silico/10m/buttw/ks4/sort_noise_ftd_gain_ftd.py", line 130, in sorting_KS4 = ss.run_sorter(sorter_name='kilosort4', File "/gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_100_5/lib/python3.9/site-packages/spikeinterface/sorters/runsorter.py", line 175, in run_sorter return run_sorter_local(common_kwargs) File "/gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_100_5/lib/python3.9/site-packages/spikeinterface/sorters/runsorter.py", line 225, in run_sorter_local SorterClass.run_from_folder(output_folder, raise_error, verbose) File "/gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_100_5/lib/python3.9/site-packages/spikeinterface/sorters/basesorter.py", line 293, in run_from_folder raise SpikeSortingError( spikeinterface.sorters.utils.misc.SpikeSortingError: Spike sorting error trace: Traceback (most recent call last): File "/gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_100_5/lib/python3.9/site-packages/spikeinterface/sorters/basesorter.py", line 258, in run_from_folder SorterClass._run_from_folder(sorter_output_folder, sorter_params, verbose) File "/gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_100_5/lib/python3.9/site-packages/spikeinterface/sorters/external/kilosort4.py", line 260, in _run_fromfolder st, tF, , _ = detect_spikes(ops, device, bfile, tic0=tic0, progress_bar=progress_bar) File "/gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_100_5/lib/python3.9/site-packages/kilosort/run_kilosort.py", line 392, in detect_spikes st0, tF, ops = spikedetect.run(ops, bfile, device=device, progress_bar=progress_bar) File "/gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_100_5/lib/python3.9/site-packages/kilosort/spikedetect.py", line 215, in run iC2, ds2 = nearest_chans(ys, ys, xs, xs, nC2, device=device) File "/gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_100_5/lib/python3.9/site-packages/kilosort/spikedetect.py", line 171, in nearest_chans ds = (ys - yc[:,np.newaxis])2 + (xs - xc[:,np.newaxis])**2 numpy.core._exceptions._ArrayMemoryError: Unable to allocate 117. TiB for an array with shape (4002249, 4002249) and data type float64

[alejoe91]

Hi @steevelaquitaine

This seems to come from the kilosort API. What version of KS are you running? The last couple of versions have had some problems that we need to patch on our side. Can you try kilosort==4.0.6?

[steevelaquitaine]

Hi @alejoe91 , I was running Kilosort 4.0. I upgraded to 4.0.6 as advised and I know get a new error, which seems to be produced by Kilosort 4 default parameter "dminx"=None. Do you recommend trying a particular value?

Output:

Traceback (most recent call last): File "/gpfs/bbp.cscs.ch/home/laquitai/spack_install/environments/spack_python3_9/.spack-env/view/lib/python3.9/runpy.py", line 197, in _run_module_as_main return _run_code(code, main_globals, None, File "/gpfs/bbp.cscs.ch/home/laquitai/spack_install/environments/spack_python3_9/.spack-env/view/lib/python3.9/runpy.py", line 87, in _run_code exec(code, run_globals) File "/gpfs/bbp.cscs.ch/project/proj85/home/laquitai/preprint_2023/src/pipes/sorting/marques_silico/10m/buttw/ks4/sort_noise_ftd_gain_ftd.py", line 130, in sorting_KS4 = ss.run_sorter(sorter_name='kilosort4', File "/gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_100_5/lib/python3.9/site-packages/spikeinterface/sorters/runsorter.py", line 175, in run_sorter return run_sorter_local(**common_kwargs) File "/gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_100_5/lib/python3.9/site-packages/spikeinterface/sorters/runsorter.py", line 225, in run_sorter_local SorterClass.run_from_folder(output_folder, raise_error, verbose) File "/gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_100_5/lib/python3.9/site-packages/spikeinterface/sorters/basesorter.py", line 293, in run_from_folder raise SpikeSortingError( spikeinterface.sorters.utils.misc.SpikeSortingError: Spike sorting error trace: Traceback (most recent call last): File "/gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_100_5/lib/python3.9/site-packages/spikeinterface/sorters/basesorter.py", line 258, in run_from_folder SorterClass._run_from_folder(sorter_output_folder, sorter_params, verbose) File "/gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_100_5/lib/python3.9/site-packages/spikeinterface/sorters/external/kilosort4.py", line 227, in _run_from_folder ops, bfile, st0 = compute_drift_correction( File "/gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_100_5/lib/python3.9/site-packages/kilosort/run_kilosort.py", line 350, in compute_drift_correction ops, st = datashift.run(ops, bfile, device=device, progress_bar=progress_bar) File "/gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_1005/lib/python3.9/site-packages/kilosort/datashift.py", line 192, in run st, , ops = spikedetect.run(ops, bfile, device=device, progress_bar=progress_bar) File "/gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_100_5/lib/python3.9/site-packages/kilosort/spikedetect.py", line 198, in run ops = template_centers(ops) File "/gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_100_5/lib/python3.9/site-packages/kilosort/spikedetect.py", line 98, in template_centers nx = np.round((xmax - xmin) / (dminx/2)) + 1 TypeError: unsupported operand type(s) for /: 'NoneType' and 'int'

[zm711]

The new default is 32. You can just enter that!

[jnjnnjzch]

Check the kilosort document is a good idea! See: https://kilosort.readthedocs.io/en/latest/parameters.html#dmin-and-dminx

The default for dminx is 32um, which is also well suited to Neuropixels probes. For other probes, try setting dminx to the median lateral distance between contacts as a starting point.

[steevelaquitaine]

Thanks, I set dminx to 32. I also needed to reduce my batch size to 30,000 instead of 60,000 to solve a CUDA memory error.

Spike sorting seemed to run until I got a new error after the code saves to Phy:

Saving to phy and computing refractory periods 268 units found with good refractory periods

Total runtime: 3869.14s = 01:04:29 h:m:s Error running kilosort4

Traceback (most recent call last): File "/gpfs/bbp.cscs.ch/home/laquitai/spack_install/environments/spack_python3_9/.spack-env/view/lib/python3.9/runpy.py", line 197, in _run_module_as_main return _run_code(code, main_globals, None, File "/gpfs/bbp.cscs.ch/home/laquitai/spack_install/environments/spack_python3_9/.spack-env/view/lib/python3.9/runpy.py", line 87, in _run_code exec(code, run_globals) File "/gpfs/bbp.cscs.ch/project/proj85/home/laquitai/preprint_2023/src/pipes/sorting/marques_silico/10m/buttw/ks4/sort_noise_ftd_gain_ftd.py", line 130, in sorting_KS4 = ss.run_sorter(sorter_name='kilosort4', File "/gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_100_5/lib/python3.9/site-packages/spikeinterface/sorters/runsorter.py", line 175, in run_sorter return run_sorter_local(**common_kwargs) File "/gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_100_5/lib/python3.9/site-packages/spikeinterface/sorters/runsorter.py", line 225, in run_sorter_local SorterClass.run_from_folder(output_folder, raise_error, verbose) File "/gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_100_5/lib/python3.9/site-packages/spikeinterface/sorters/basesorter.py", line 293, in run_from_folder raise SpikeSortingError( spikeinterface.sorters.utils.misc.SpikeSortingError: Spike sorting error trace: Traceback (most recent call last): File "/gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_100_5/lib/python3.9/site-packages/spikeinterface/sorters/basesorter.py", line 258, in run_from_folder SorterClass._run_from_folder(sorter_output_folder, sorter_params, verbose) File "/gpfs/bbp.cscs.ch/project/proj85/scratch/laquitai/4_preprint_2023/envs/spikinterf0_100_5/lib/python3.9/site-packages/spikeinterface/sorters/external/kilosort4.py", line 266, in _run_from_folder ops, similar_templates, is_ref, est_contam_rate = save_sorting( ValueError: too many values to unpack (expected 4)

[alejoe91]

@steevelaquitaine can you install SpikeInterface from this PR? https://github.com/SpikeInterface/spikeinterface/pull/2827

It includes some bug fixes including one for KS4 ;)

[steevelaquitaine]

It works! Thanks @alejoe91 ! Feel free to close the issue :).

[alejoe91]

Great! We'll make the release in the next few days. Closing then :)