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jaxfne

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jaxfne

JaxFNE is a Python package for biophysical source-field modeling, coupling neural activity and biophysical state with plasticity, geometry, and population- and field-scale dynamics.

JaxFNE is designed for models that need to change easily. Biology, dynamics, connectivity, geometry, and observations can be modified within the same model.

Workflow: change biology → change dynamics → simulate → measure

You can, for example:

  • add or change biophysical state $H$;
  • change dynamics, plasticity, connectivity, or geometry;
  • change model detail;
  • measure spikes, population activity, or fields;
  • develop or reduce models with JDNA.

Quickstart · Scope & status

Install

pip install jaxfne
pip install "jaxfne[viz]"   # optional plotting

Development: pip install -e ".[dev,viz]" after cloning.

Minimal example

import jaxfne as jtfne

jtfne.enable_x64()
tensor  = jtfne.load_canonical_neuronal_tensor("canonical-v1-column-1000n")
model   = jtfne.construct(tensor, jtfne.RuntimeConfiguration(seed=0, duration_ms=1000.0, dt_ms=0.5))
signals = jtfne.simulate(model)

Import convention: import jaxfne as jtfne.

Documentation

Resource Link
Quickstart docs/quickstart.md
Site jaxfne.readthedocs.io
Tutorials docs/tutorials/
Études docs/etudes/
Public API surface (0.4.13) docs/public_surface_contract.md
Changelog docs/changelog.md

If you are an AI agent, read artifacts/AGENTS.md.

Citation

CITATION.cff · citation guide

Canonical Visualization Atlas

Seven linked panels (schema, network_3d, raster, lfp, h_dynamics, hdp, oscillatory) separate OBSERVED from DERIVED quantities and attach manifest provenance. A panel whose declared inputs cannot be met renders an explicit omission card instead of a substitute. Previews and generation code: documentation site and Atlas guide.

Release files for jaxfne 0.4.25

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for jaxfne 0.4.25
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jaxfne-0.4.25.tar.gz 43.1 MB Details

Built distribution (wheel)

Table of built distributions (wheels) for jaxfne 0.4.25
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jaxfne-0.4.25-py3-none-any.whl Python 3 none any Details

Total release size: 43.7 MB

Release files / jaxfne-0.4.25.tar.gz

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Release files / jaxfne-0.4.25-py3-none-any.whl

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