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SpyKING CIRCUS 2

SpyKING CIRCUS 2 is SpikeInterface’s rewrite of SpyKING CIRCUS for dense probes. It detects spikes by matched filtering with a waveform prototype learned from the recording, clusters a uniform sample of them with iterative HDBSCAN on local SVD features, cleans and merges the cluster templates, and then finds every spike of the recording with circus-omp, an orthogonal matching pursuit over the templates, which resolves overlapping spikes.

In dsp-kitchen it lives in the sorter crates::spykingcircus2, ported from the source (SpikeInterface sorters/internal/spyking_circus2.py and sortingcomponents, MIT; sorter version 2025.12, main f08c987). The building blocks shared with Tridesclous 2 are in dspk_synapse::sorter::components.

Stage Status
Preprocessing: Bessel band-pass 150–7000 Hz, common median reference, local whitening implemented
Noise levels, detection prototype, matched-filtering detection (device) implemented
Uniform selection, local SVD features, iterative HDBSCAN splits implemented
Templates from the features, cleaning, merging by template similarity, small clusters implemented
circus-omp template matching (device products, host pursuit) implemented
Export as a SortingOutput (SorterResult: labels, composite score, Phy / Zarr) implemented
Final cleaning: auto_merge_units (cross-contamination presets) implemented
Motion correction (upstream’s default on dense probes) planned (drift correction, S10)

Yger P., Spampinato G. L. B., Esposito E., Lefebvre B., Deny S., Gardella C., Stimberg M., Jetter F., Zeck G., Picaud S., Duebel J., Marre O. A spike sorting toolbox for up to thousands of electrodes validated with ground truth recordings in vitro and in vivo. eLife 7:e34518 (2018). doi:10.7554/eLife.34518

Buccino A. P., Hurwitz C. L., Garcia S., Magland J., Siegle J. H., Hurwitz R., Hennig M. H. SpikeInterface, a unified framework for spike sorting. eLife 9:e61834 (2020). doi:10.7554/eLife.61834

Code SpikeInterface (MIT)
Version followed sorter 2025.12 (main f08c987, 2026-10-09)
Terminal window
dspk sort spykingcircus2 recording.bin -o sorted --format phy

Every setting and its default: SpyKING CIRCUS 2 settings. How it works: pipeline. What to change: tuning.