AxoBench v2 minimal: card and metadata

README.md

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+---
+license: cc-by-nc-4.0
+pretty_name: AxoBench v2
+task_categories:
+  - time-series-forecasting
+  - tabular-regression
+tags:
+  - neuroscience
+  - computational-neuroscience
+  - neuron-simulation
+  - single-cell
+  - benchmark
+  - dendrites
+  - interventions
+---
+
+# AxoBench v2
+
+AxoBench is a benchmark for data-driven surrogates of layer-5 pyramidal
+neurons: given six seconds of synaptic input events, predict the somatic
+voltage and spikes of a detailed NEURON model of the cell. Version 2 covers
+15 cells, adds paired interventions at three doses each, and stores the
+somatic voltage at 4 kHz in addition to the 1 ms targets.
+
+## Variants
+
+Each variant is a self-contained dataset root in its own top-level folder.
+
+| Folder | Status | Traces per training cell | Size |
+|---|---|---|---|
+| `minimal/` | released | 2,000 train, 250 val, 250 test | 14.6 GB |
+
+Larger variants will be added next to `minimal/` with the same layout.
+
+Download with the `axobench` package (`axobench download-data`, or
+`axobench.hub.download_dataset`), or fetch single folders with
+`huggingface_hub.snapshot_download(..., allow_patterns=["minimal/val/*"])`.
+
+## Cells
+
+- 14 Allen Cell Types all-active models of mouse layer-5 cells with intact
+  apical dendrites (Gouwens et al. 2018), each with its fitted biophysics and
+  a per-cell excitatory gain calibrated to a common firing rate.
+- The NeuronIO layer-5b cell (Hay et al. 2011, `neuronio_hay_cell1`) as the
+  anchor to earlier work.
+
+Three Allen cells (354190013, 480353286, 488683425) are held out: they appear
+only in `test` (zero-shot track). `morphologies.json` lists every cell with
+its source and held-out flag; `morphologies/` holds the Allen SWC files.
+
+## Layout of `minimal/`
+
+| Folder | Content |
+|---|---|
+| `train/` | 6,000 shards, 24,000 traces (12 training cells x 2,000) |
+| `val/` | 756 shards, 3,000 traces (12 x 250) |
+| `test/` | 945 shards, 3,750 traces (15 x 250) |
+| `interventions/<condition>_<dose>/` | 15 folders, 600 pairs each (40 per cell), 9,000 pairs in total |
+| `morphologies/`, `morphologies.json` | cell index and reconstructions |
+| `dataset_package_manifest.json` | counts per split, cell and condition; generator settings and gains |
+| `checksums.sha256` | SHA-256 of every file in the variant |
+
+Interventions: event dropout, excitatory dropout and inhibitory dropout at
+10, 35 and 70%; site silencing at 10, 25 and 50%; temporal jitter of 1, 2
+and 8 ms.
+
+## Shard schema
+
+Each `.npz` shard has a JSON sidecar with the generator settings, and each
+folder a `manifest.json` that lists its shards and sample ids.
+
+- `inputs`: `(n, 6000, 1278)` int8, input events per 1 ms bin on 639
+  excitatory and 639 inhibitory synapse sites.
+- `targets`: `(n, 6000, 2)` float32 at 1 ms: spike indicator (0/1) and the
+  NeuronIO-style somatic target, (min(V, -55 mV) + 67.7 mV) / 10.
+- `soma_mv`: `(n, 6000)` raw somatic voltage (mV) at 1 ms.
+- `soma_mv_hr`: `(n, 24000)` raw somatic voltage (mV) at 4 kHz.
+- Intervention shards hold the same arrays with `baseline_` and
+  `intervention_` prefixes, plus `changed_event_mask`.
+
+## Withheld data
+
+A confirmation split (`private-test`, 125 traces per cell) is not published.
+Predictions on it are scored on request, rate-limited.
+
+## License and attribution
+
+The data are released under
+[CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/).
+The Allen cells are simulated on reconstructions and models from the Allen
+Cell Types Database, whose [Terms of Use](https://alleninstitute.org/terms-of-use/)
+allow derived works for research and other noncommercial purposes only.
+Commercial use needs written permission from the Allen Institute.
+
+If you use these data, please cite:
+
+- Allen Institute for Brain Science (2015). Allen Cell Types Database
+  [dataset]. Available from celltypes.brain-map.org.
+- Gouwens, N. W., et al. (2018). Systematic generation of biophysically
+  detailed models for diverse cortical neuron types. *Nature
+  Communications*, 9, 710. https://doi.org/10.1038/s41467-017-02718-3
+- Hay, E., Hill, S., Schürmann, F., Markram, H., & Segev, I. (2011). Models of
+  neocortical layer 5b pyramidal cells capturing a wide range of dendritic and
+  perisomatic active properties. *PLoS Computational Biology*, 7(7),
+  e1002107. https://doi.org/10.1371/journal.pcbi.1002107
+- Beniaguev, D., Segev, I., & London, M. (2021). Single cortical neurons as
+  deep artificial neural networks. *Neuron*, 109(17), 2727–2739.e3.
+  https://doi.org/10.1016/j.neuron.2021.07.002 (input statistics and
+  generator design)

minimal/dataset_package_manifest.json

@@ -0,0 +1,259 @@
+{
+  "name": "axobench-v2",
+  "variant": "minimal",
+  "data_version": "v2",
+  "license": "cc-by-nc-4.0",
+  "code_revision": {
+    "commit": "112df5adf80562b47e92903f188426a5db59c0ab",
+    "dirty": false
+  },
+  "generator": {
+    "backend": "neuron",
+    "biophysics_hoc_sha256": "dec2a62342faaeeca6436110472f9485e069a434ef993649c6f2820c56cc28f3",
+    "code_revision": {
+      "commit": "112df5adf80562b47e92903f188426a5db59c0ab",
+      "dirty": false
+    },
+    "data_version": "v2",
+    "dt_ms": 0.025,
+    "exc_gmax_scale": 1.0,
+    "inh_gmax_scale": 1.0,
+    "input_routing": "all_sites_by_type",
+    "input_sampler": "axobench sample_neuronio_inputs (NeuronIO sampler reimplementation)",
+    "integrator": "fixed_step",
+    "mechanism_files": [
+      "CaDynamics_E2.mod",
+      "Ca_HVA.mod",
+      "Ca_LVAst.mod",
+      "DetAMPANMDA.mod",
+      "DetGABA.mod",
+      "Ih.mod",
+      "Im.mod",
+      "K_Pst.mod",
+      "K_Tst.mod",
+      "NaTa_t.mod",
+      "NaTs2_t.mod",
+      "Nap_Et2.mod",
+      "SK_E2.mod",
+      "SKv3_1.mod"
+    ],
+    "mechanisms_sha256": "f6470b942dc1bbf8ce20e5c561077bfacb294749494f4137c09634f1d283721f",
+    "neuron_version": "9.0.2",
+    "nseg_policy": "d_lambda",
+    "soma_samples_per_ms": 4,
+    "spike_label_rule": "local maxima > -25 mV on the 8 samples/ms trace, labelled floor(t)",
+    "synapse_delay_ms": 0.0,
+    "synapses": "DetAMPANMDA/DetGABA (deterministic ProbAMPANMDA2/ProbUDFsyn2 at Use=1, Dep=0, Fac=0)",
+    "teacher": "hay",
+    "template_hoc_sha256": "c8c603bf3a9d1f595841b98fdb455d24301d0c4f6edbfc5f3ad67fa6b834f7fb",
+    "v_init_mv": -76.0
+  },
+  "exc_gain_calibration": {
+    "gains": {
+      "neuronio_hay_cell1": 1.0,
+      "specimen_314822529": 0.859309649061239,
+      "specimen_314831019": 0.2726269331663144,
+      "specimen_354190013": 0.38555270635198524,
+      "specimen_468120757": 0.5946035575013605,
+      "specimen_471129934": 1.6817928305074292,
+      "specimen_473601979": 0.26106844560685344,
+      "specimen_476048909": 0.8052451659746273,
+      "specimen_478586295": 0.3038118399951172,
+      "specimen_480169178": 0.5,
+      "specimen_480351780": 0.43906304009332486,
+      "specimen_480353286": 0.4114388695384913,
+      "specimen_484559000": 0.7384130729697498,
+      "specimen_485574832": 0.620928906036742,
+      "specimen_488683425": 0.4204482076268573
+    },
+    "sha256": "e0419c82e5b8e71466c69ba355e85d6948f3c0653b185b3dbf657227f07761c2"
+  },
+  "duration_ms": 6000,
+  "cells": [
+    {
+      "id": "neuronio_hay_cell1",
+      "heldout": false
+    },
+    {
+      "id": "specimen_471129934",
+      "heldout": false
+    },
+    {
+      "id": "specimen_485574832",
+      "heldout": false
+    },
+    {
+      "id": "specimen_488683425",
+      "heldout": true
+    },
+    {
+      "id": "specimen_314822529",
+      "heldout": false
+    },
+    {
+      "id": "specimen_473601979",
+      "heldout": false
+    },
+    {
+      "id": "specimen_480169178",
+      "heldout": false
+    },
+    {
+      "id": "specimen_476048909",
+      "heldout": false
+    },
+    {
+      "id": "specimen_480351780",
+      "heldout": false
+    },
+    {
+      "id": "specimen_484559000",
+      "heldout": false
+    },
+    {
+      "id": "specimen_478586295",
+      "heldout": false
+    },
+    {
+      "id": "specimen_480353286",
+      "heldout": true
+    },
+    {
+      "id": "specimen_354190013",
+      "heldout": true
+    },
+    {
+      "id": "specimen_468120757",
+      "heldout": false
+    },
+    {
+      "id": "specimen_314831019",
+      "heldout": false
+    }
+  ],
+  "splits": {
+    "train": {
+      "shards": 6000,
+      "traces": 24000,
+      "traces_per_cell": {
+        "neuronio_hay_cell1": 2000,
+        "specimen_314822529": 2000,
+        "specimen_314831019": 2000,
+        "specimen_468120757": 2000,
+        "specimen_471129934": 2000,
+        "specimen_473601979": 2000,
+        "specimen_476048909": 2000,
+        "specimen_478586295": 2000,
+        "specimen_480169178": 2000,
+        "specimen_480351780": 2000,
+        "specimen_484559000": 2000,
+        "specimen_485574832": 2000
+      }
+    },
+    "val": {
+      "shards": 756,
+      "traces": 3000,
+      "traces_per_cell": {
+        "neuronio_hay_cell1": 250,
+        "specimen_314822529": 250,
+        "specimen_314831019": 250,
+        "specimen_468120757": 250,
+        "specimen_471129934": 250,
+        "specimen_473601979": 250,
+        "specimen_476048909": 250,
+        "specimen_478586295": 250,
+        "specimen_480169178": 250,
+        "specimen_480351780": 250,
+        "specimen_484559000": 250,
+        "specimen_485574832": 250
+      }
+    },
+    "test": {
+      "shards": 945,
+      "traces": 3750,
+      "traces_per_cell": {
+        "neuronio_hay_cell1": 250,
+        "specimen_314822529": 250,
+        "specimen_314831019": 250,
+        "specimen_354190013": 250,
+        "specimen_468120757": 250,
+        "specimen_471129934": 250,
+        "specimen_473601979": 250,
+        "specimen_476048909": 250,
+        "specimen_478586295": 250,
+        "specimen_480169178": 250,
+        "specimen_480351780": 250,
+        "specimen_480353286": 250,
+        "specimen_484559000": 250,
+        "specimen_485574832": 250,
+        "specimen_488683425": 250
+      }
+    }
+  },
+  "interventions": {
+    "event_dropout_p10": {
+      "shards": 300,
+      "pairs": 600
+    },
+    "event_dropout_p35": {
+      "shards": 300,
+      "pairs": 600
+    },
+    "event_dropout_p70": {
+      "shards": 300,
+      "pairs": 600
+    },
+    "exc_dropout_p10": {
+      "shards": 300,
+      "pairs": 600
+    },
+    "exc_dropout_p35": {
+      "shards": 300,
+      "pairs": 600
+    },
+    "exc_dropout_p70": {
+      "shards": 300,
+      "pairs": 600
+    },
+    "inh_dropout_p10": {
+      "shards": 300,
+      "pairs": 600
+    },
+    "inh_dropout_p35": {
+      "shards": 300,
+      "pairs": 600
+    },
+    "inh_dropout_p70": {
+      "shards": 300,
+      "pairs": 600
+    },
+    "site_silence_p10": {
+      "shards": 300,
+      "pairs": 600
+    },
+    "site_silence_p25": {
+      "shards": 300,
+      "pairs": 600
+    },
+    "site_silence_p50": {
+      "shards": 300,
+      "pairs": 600
+    },
+    "temporal_jitter_j1": {
+      "shards": 300,
+      "pairs": 600
+    },
+    "temporal_jitter_j2": {
+      "shards": 300,
+      "pairs": 600
+    },
+    "temporal_jitter_j8": {
+      "shards": 300,
+      "pairs": 600
+    }
+  },
+  "withheld": [
+    "private-test (confirmation split, 125 traces per cell, scored on request)"
+  ],
+  "bytes": 14622183327
+}

minimal/morphologies.json

@@ -0,0 +1,195 @@
+{
+  "morphologies": [
+    {
+      "exc_gmax_scale": 1.0,
+      "heldout": false,
+      "id": "neuronio_hay_cell1",
+      "source": "Hay et al. 2011, ModelDB 139653, morphologies/cell1.asc (as distributed with github.com/SelfishGene/neuron_as_deep_net)",
+      "species": "rat",
+      "teacher": "hay"
+    },
+    {
+      "allen_model_id": 497233049,
+      "allen_specimen_id": 471129934,
+      "exc_gmax_scale": 1.6817928305074292,
+      "heldout": false,
+      "id": "specimen_471129934",
+      "source": "Allen Cell Types Database, celltypes.brain-map.org (Allen Institute Terms of Use)",
+      "species": "mouse",
+      "structure": "VISp5",
+      "swc": "morphologies/specimen_471129934.swc",
+      "teacher": "allen_all_active",
+      "transgenic_line": "Rbp4-Cre_KL100"
+    },
+    {
+      "allen_model_id": 497232312,
+      "allen_specimen_id": 485574832,
+      "exc_gmax_scale": 0.620928906036742,
+      "heldout": false,
+      "id": "specimen_485574832",
+      "source": "Allen Cell Types Database, celltypes.brain-map.org (Allen Institute Terms of Use)",
+      "species": "mouse",
+      "structure": "VISp5",
+      "swc": "morphologies/specimen_485574832.swc",
+      "teacher": "allen_all_active",
+      "transgenic_line": "Rbp4-Cre_KL100"
+    },
+    {
+      "allen_model_id": 491766131,
+      "allen_specimen_id": 488683425,
+      "exc_gmax_scale": 0.4204482076268573,
+      "heldout": true,
+      "id": "specimen_488683425",
+      "source": "Allen Cell Types Database, celltypes.brain-map.org (Allen Institute Terms of Use)",
+      "species": "mouse",
+      "structure": "VISp5",
+      "swc": "morphologies/specimen_488683425.swc",
+      "teacher": "allen_all_active",
+      "transgenic_line": "Rbp4-Cre_KL100"
+    },
+    {
+      "allen_model_id": 497229124,
+      "allen_specimen_id": 314822529,
+      "exc_gmax_scale": 0.859309649061239,
+      "heldout": false,
+      "id": "specimen_314822529",
+      "source": "Allen Cell Types Database, celltypes.brain-map.org (Allen Institute Terms of Use)",
+      "species": "mouse",
+      "structure": "VISp5",
+      "swc": "morphologies/specimen_314822529.swc",
+      "teacher": "allen_all_active",
+      "transgenic_line": "Rorb-IRES2-Cre-D"
+    },
+    {
+      "allen_model_id": 497232946,
+      "allen_specimen_id": 473601979,
+      "exc_gmax_scale": 0.26106844560685344,
+      "heldout": false,
+      "id": "specimen_473601979",
+      "source": "Allen Cell Types Database, celltypes.brain-map.org (Allen Institute Terms of Use)",
+      "species": "mouse",
+      "structure": "VISp5",
+      "swc": "morphologies/specimen_473601979.swc",
+      "teacher": "allen_all_active",
+      "transgenic_line": "Rorb-IRES2-Cre-D"
+    },
+    {
+      "allen_model_id": 496930324,
+      "allen_specimen_id": 480169178,
+      "exc_gmax_scale": 0.5,
+      "heldout": false,
+      "id": "specimen_480169178",
+      "source": "Allen Cell Types Database, celltypes.brain-map.org (Allen Institute Terms of Use)",
+      "species": "mouse",
+      "structure": "VISp5",
+      "swc": "morphologies/specimen_480169178.swc",
+      "teacher": "allen_all_active",
+      "transgenic_line": "Rorb-IRES2-Cre-D"
+    },
+    {
+      "allen_model_id": 497232839,
+      "allen_specimen_id": 476048909,
+      "exc_gmax_scale": 0.8052451659746273,
+      "heldout": false,
+      "id": "specimen_476048909",
+      "source": "Allen Cell Types Database, celltypes.brain-map.org (Allen Institute Terms of Use)",
+      "species": "mouse",
+      "structure": "VISp5",
+      "swc": "morphologies/specimen_476048909.swc",
+      "teacher": "allen_all_active",
+      "transgenic_line": "Rorb-IRES2-Cre-D"
+    },
+    {
+      "allen_model_id": 497232429,
+      "allen_specimen_id": 480351780,
+      "exc_gmax_scale": 0.43906304009332486,
+      "heldout": false,
+      "id": "specimen_480351780",
+      "source": "Allen Cell Types Database, celltypes.brain-map.org (Allen Institute Terms of Use)",
+      "species": "mouse",
+      "structure": "VISp5",
+      "swc": "morphologies/specimen_480351780.swc",
+      "teacher": "allen_all_active",
+      "transgenic_line": "Rorb-IRES2-Cre-D"
+    },
+    {
+      "allen_model_id": 497232339,
+      "allen_specimen_id": 484559000,
+      "exc_gmax_scale": 0.7384130729697498,
+      "heldout": false,
+      "id": "specimen_484559000",
+      "source": "Allen Cell Types Database, celltypes.brain-map.org (Allen Institute Terms of Use)",
+      "species": "mouse",
+      "structure": "VISp5",
+      "swc": "morphologies/specimen_484559000.swc",
+      "teacher": "allen_all_active",
+      "transgenic_line": "Rorb-IRES2-Cre-D"
+    },
+    {
+      "allen_model_id": 497232564,
+      "allen_specimen_id": 478586295,
+      "exc_gmax_scale": 0.3038118399951172,
+      "heldout": false,
+      "id": "specimen_478586295",
+      "source": "Allen Cell Types Database, celltypes.brain-map.org (Allen Institute Terms of Use)",
+      "species": "mouse",
+      "structure": "VISp5",
+      "swc": "morphologies/specimen_478586295.swc",
+      "teacher": "allen_all_active",
+      "transgenic_line": "Rorb-IRES2-Cre-D"
+    },
+    {
+      "allen_model_id": 497232419,
+      "allen_specimen_id": 480353286,
+      "exc_gmax_scale": 0.4114388695384913,
+      "heldout": true,
+      "id": "specimen_480353286",
+      "source": "Allen Cell Types Database, celltypes.brain-map.org (Allen Institute Terms of Use)",
+      "species": "mouse",
+      "structure": "VISp5",
+      "swc": "morphologies/specimen_480353286.swc",
+      "teacher": "allen_all_active",
+      "transgenic_line": "Rorb-IRES2-Cre-D"
+    },
+    {
+      "allen_model_id": 497233307,
+      "allen_specimen_id": 354190013,
+      "exc_gmax_scale": 0.38555270635198524,
+      "heldout": true,
+      "id": "specimen_354190013",
+      "source": "Allen Cell Types Database, celltypes.brain-map.org (Allen Institute Terms of Use)",
+      "species": "mouse",
+      "structure": "VISp5",
+      "swc": "morphologies/specimen_354190013.swc",
+      "teacher": "allen_all_active",
+      "transgenic_line": "Scnn1a-Tg2-Cre"
+    },
+    {
+      "allen_model_id": 497233139,
+      "allen_specimen_id": 468120757,
+      "exc_gmax_scale": 0.5946035575013605,
+      "heldout": false,
+      "id": "specimen_468120757",
+      "source": "Allen Cell Types Database, celltypes.brain-map.org (Allen Institute Terms of Use)",
+      "species": "mouse",
+      "structure": "VISp5",
+      "swc": "morphologies/specimen_468120757.swc",
+      "teacher": "allen_all_active",
+      "transgenic_line": "Scnn1a-Tg3-Cre"
+    },
+    {
+      "allen_model_id": 497229117,
+      "allen_specimen_id": 314831019,
+      "exc_gmax_scale": 0.2726269331663144,
+      "heldout": false,
+      "id": "specimen_314831019",
+      "source": "Allen Cell Types Database, celltypes.brain-map.org (Allen Institute Terms of Use)",
+      "species": "mouse",
+      "structure": "VISp5",
+      "swc": "morphologies/specimen_314831019.swc",
+      "teacher": "allen_all_active",
+      "transgenic_line": "Scnn1a-Tg3-Cre"
+    }
+  ],
+  "version": 1
+}

minimal/morphologies/specimen_473601979.swc

@@ -0,0 +1,1722 @@
+# generated by Vaa3D Plugin sort_neuron_swc
+# source file(s): C:/Users/alexh/Desktop/New folder/Rorb-IRES2-Cre-D_Ai14-181715.04.01.01_BasalFix.swc_Z_T10.swc_0_connect.swc_0_connect.swc_sorted.swc_resampled.swc_resampled.swc_sorted.swc_pruned.swc_sorted.swc_resampled.swc_sorted.swc_pruned.swc
+# id,type,x,y,z,r,pid
+1 1 359.1016 632.7464 22.96 5.9251 -1
+2 3 363.8618 634.0986 20.9015 0.4767 1
+3 3 364.8822 634.5299 20.2022 0.4576 2
+4 3 365.8878 634.9841 19.4592 0.4576 3
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minimal/morphologies/specimen_484559000.swc

@@ -0,0 +1,2096 @@
+# generated by Vaa3D Plugin sort_neuron_swc
+# source file(s): C:/Users/alexh/Desktop/output/Rorb-IRES2-Cre-D_Ai14-201965.03.02.01_488497398_p.swc_Z_T10.swc.out.swc_sorted.swc_pruned.swc
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