Changelog#
0.10.0#
π§© New features#
functionality to compute the pathwise distance between compartments (#648, @michaeldeistler):
from jaxley.morphology import distance_pathwise
path_dists = distance_pathwise(cell.soma.branch(0).comp(0), cell)
cell.nodes["path_dist_from_soma"] = path_dists
π Bug fixes#
fixed synapse recording indices to be within type (#643, @kyralianaka)
Fix inheriting from a Module #590 (#642, @jnsbck)
π οΈ Internal updates#
module.distance()is now deprecated in favor ofjx.morphology.distance_direct()(#648, @michaeldeistler)
0.9.0#
β¨ Highlights#
This PR implements a new solver, which is now used by default (#625, @michaeldeistler). The new solver has the following advantages:
Much lower runtime. Across several morphologies, we get a 20% runtime speedup on CPU and a 50% runtime speedup on GPU.
Almost zero compile time. We get a 50x compile time speedup on CPU and a 3x compile time speedup on GPU.
Utility to delete parts of a morphology (#612, @michaeldeistler):
from jaxley.morphology import morph_delete
cell = morph_delete(cell.branch([1, 2]))
Utility to connect two cells into a single cell (#612, @michaeldeistler):
from jaxley.morphology import morph_connect
cell = morph_connect(cell1.branch(1).loc(0.0), cell2.branch(2).loc(1.0))
π§© New features#
the default SWC reader has changed. To use the previous SWC reader, run
jx.read_swc(..., backend="custom"). However, note that we will remove this reader in the future. If the new SWC reader is causing issues for you, please open an issue (#612, @michaeldeistler)radiuses are now integrated across SWC coordinates, not interpolated (#612, @michaeldeistler)
remove pin of
JAXversion. NewJAXversions (JAX>=0.6.0) resolve slow CPU runtime, see here (#623, @michaeldeistler)running the
d_lambdarule is now much faster, see the how-to guide (#625, @michaeldeistler)
π Documentation#
Introduce the
how-to guideon the website (#612, @michaeldeistler)reorganize the advanced tutorials into subgroups (#612, @michaeldeistler)
split the morphology handling tutorials into two notebooks (#612, @michaeldeistler)
π οΈ Internal updates#
improvements to graph-backend for more flexibility in modifying morphologies (#613, @michaeldeistler)
jx.read_swc()now ignorestype_id > 4by default. This ensures compatibility with flywire, which highjackstype_id > 4to indicate synaptic contacts (#612, @michaeldeistler)remove root compartment for SWC files (#613, @michaeldeistler)
enable traversing compartmentalized graph for optimizing solve order (#613, @michaeldeistler)
._comp_edgesare being tracked in theView(#621, @michaeldeistler)introduce
._branchpoints_attribute and track in theView(#612, @michaeldeistler)pre_global_comp_indexandpost_global_comp_indexare no longer part of.edgesby default. To get them, donet.copy_node_property_to_edges("global_comp_index")(#625, @michaeldeistler)
π Bug fixes#
ChainTransformforward now working as mirror to inverse (#628, @kyralianaka)allow
data_setwith vectors of values (#606, @chaseking)
π New Contributors#
@chaseking made their first contribution in #606
0.8.2#
enable intersections of groups, e.g.
net.exc.soma(#608, @michaeldeistler)allow ion diffusion to be jitted (#609, @michaeldeistler)
0.8.1#
fixups to tutorial notebooks (#604, @michaeldeistler)
remove
delete_channel()(#604, @michaeldeistler)
0.8.0#
π§© New features#
add leaky integrate-and-fire neurons (#564, @jnsbck), Izhikevich neurons, and rate-based neurons (#601, @michaeldeistler)
π οΈ Minor updates#
make
deltaandv_thinIonotropicSynapsetrainable parameters (#599, @jnsbck)make random postsnaptic compartment selection optional in connectivity functions (#489, @kyralianaka)
π Bug fixes#
Fix bug for
groupswhen.set_ncompwas run (#587, @michaeldeistler)allow
.distanceto be jitted (#603, @michaeldeistler)
0.7.0#
π§© New Features#
Allow ion diffusion with
cell.diffuse()and add tutorials (#438, @michaeldeistler):
from jaxley.channels import CaNernstReversal
from jaxley.pumps import CaFaradayConcentrationChange
cell.insert(CaFaradayConcentrationChange())
cell.insert(CaNernstReversal())
cell.diffuse("CaCon_i")
cell.set("axial_diffusion_CaCon_i", 1.0)
Introduce ion pumps (#438, @michaeldeistler)
π οΈ Minor changes#
rename
delete_channel()todelete()(#438, @michaeldeistler)
π Bug fixes#
Fix for simulation of morphologies with inhomogenous numbers of compartments (#438, @michaeldeistler)
Bugfix for types assigned by SWC reader when soma is traced by a single point (#582, @Kartik-Sama, @michaeldeistler).
Code health#
add new release workflow (#588, @jnsbck)
update FAQ and tutorials (#593, @michaeldeistler)
make random post compartment selection optional in connectivity functions (#489, @kyralianaka)
π New Contributors#
@Kartik-Sama made their first contribution in #582
0.6.2#
also remove
nsegfrom tutorials (#580, @jnsbck)
0.6.1#
Fixup for failing readthedocs build of v0.6.0 (#579, @michaeldeistler)
Deprecate
nsegin favor ofncomp.
0.6.0#
Pin of JAX version#
Installing Jaxley will no longer install the newest version of JAX. We realized
that, on CPU, with version jax==0.4.32 or newer, simulation time in Jaxley is 10x
slower and gradient time is 5x slower as compared to older versions of JAX. Newer
versions of JAX can be made equally fast as older versions by setting
os.environ['XLA_FLAGS'] = '--xla_cpu_use_thunk_runtime=false' at the beginning of
your jupyter notebook (#570, @michaeldeistler).
π§© New Features#
Add ability to record synaptic currents (#523, @ntolley). Recordings can be turned on with
net.record("i_IonotropicSynapse")
refactor plotting (#539, @jnsbck).
rm networkx dependency
add
Network.arrange_in_layersdisentangle moving of cells and plotting in
Network.vis. To get the same asnet.vis(layers=[3,3]), one now has to do:
net.arrange_in_layers([3,3])
net.vis()
Allow parameter sharing for groups of different sizes, i.e. due to inhomogenous numbers of compartments or for synapses with the same (pre-)synaptic parameters but different numbers of post-synaptic partners. (#514, @jnsbck)
Add
jaxley.io.graphfor exporting and importing of jaxley modules to and fromnetworkxgraph objects (#355, @jnsbck).Adds a new (and improved) SWC reader, which is more flexible and should also be easier to extend in the future.
from jaxley.io.graph import swc_to_graph, from_graph graph = swc_to_graph(fname) # do something to the swc graph, i.e. prune it pruned_graph = do_something_to_graph(graph) cell = from_graph(pruned_graph, ncomp=4)
Adds a new
to_graphmethod for jaxley modules, which exports a module to anetworkXgraph. This allows to seamlessly work withnetworkXβs graph manipulation or visualization functions."graph"can now also be selected as a backend in theread_swc.See the improved SWC reader tutorial for more details.
π οΈ Code Health#
changelog added to CI (#537, #558, @jnsbck)
Add regression tests and supporting workflows for maintaining baselines (#475, #546, @jnsbck).
Regression tests can be triggered by commenting β/test_regressionβ on a PR.
Regression tests can be done locally by running
NEW_BASELINE=1 pytest -m regressioni.e. onmainand thenpytest -m regressiononfeature, which will produce a test report (printed to the console and saved to .txt).
Allow inspecting the version via
import jaxley as jx; print(jx.__version__)(#577, @michaeldeistler).
π Bug fixes#
Fixed inconsistency with type assertions arising due to
numpyfunctions returning differentdtypeson platforms like Windows (#567, @Kartik-Sama)
π New Contributors#
@ntolley made their first contribution in #523
0.5.0#
π οΈ API changes#
Synapse views no longer exist (#447, #453, @jnsbck). Previous code such as
net.IonotropicSynapse.set("IonotropicSynapse_s", 0.2)
must be updated to:
net.set("IonotropicSynapse_s", 0.2)
For a more detailed tutorial on how to index synapses, see this new tutorial.
Throughout the codebase, we renamed any occurance of
seg(forsegment) tocomp(forcompartment). The most notable user-facing changes are:branch = jx.Branch(comp, ncomp=4)cell = jx.read_swc(fname, ncomp=4)
New defaults for the SWC reader with
jx.read_swc(). By default, we now haveassign_groups=True(previouslyFalse) andmax_branch_len=None(previously300.0).We renamed
.viewto.nodes, e.g.,cell.branch(0).nodes(#447, #453, @jnsbck).We renamed
_update_nodes_with_xyz()tocompute_compartment_centers()(#520, @jnsbck)We updated the way in which transformations are built (#455, @manuelgloeckler). Previous code such as
tf = jx.ParamTransform(
lower={"radius": 0.1, "length": 2.0},
lower={"radius": 3.0, "length": 20.0},
)
must be updated to:
from jaxley.optimize.transforms import ParamTransform, SigmoidTransform
transforms = [
{"radius": SigmoidTransform(lower=0.1, upper=3.0)},
{"length": SigmoidTransform(lower=2.0, upper=20.0)},
]
tf = jt.ParamTransform(transforms)
π§© New features#
Added a new
delete_channel()method (#521, @jnsbck)Allow to write trainables to the module (#470, @michaeldeistler):
net.make_trainable("radius")
params = net.get_parameters()
net.write_trainables(params)
Expose the step function to allow for fine-grained simulation (#466, @manuelgloeckler)
More flexible and throrough viewing (#447, #453, @jnsbck)
Boolean indexing for cells, branches, and comps (@494, @jnsbck):
r_greater_1 = net.nodes.groupby("global_cell_index")["radius"].mean() > 1
net[r_greater_1].nodes.vis()
check if recordings are empty (#460, @deezer257)
enable
clampto be jitted and vmapped withdata_clamp()(#374, @kyralianaka)
π Bug fixes#
allow for cells that were read from swc to be pickled (#525, @jnsbck)
fix units of
compute_current()in channels (#461, @michaeldeistler)fix issues with plotting when the morphology has a different number of compartments (#513, @jnsbck)
π Documentation#
new tutorial on synapse indexing (#464, @michaeldeistler, @zinaStef)
new tutorial on parameter sharing (#464, @michaeldeistler, @zinaStef)
new tutorial on modules and views (#493, @jnsbck)
improved tutorial on building channel models (#473, @simoneeb)
get rid of tensorflow dependency by defining our simple dataloader in the tutorial (#484, @jnsbck)
new FAQ about rate-based networks (#531, @michaeldeistler)
Code health#
refactor tests with fixtures (@479, #499, @fabioseel, @jnsbck)
make several attributes private (#495, @ntolley)
move
read_swc.pyto newiofolder (#524, @jnsbck)faster testing for SWC and plotting (#479, @fabioseel)
automated tests to check if tutorials can be run (#480, @jnsbck)
add helpers to deprecate functions and kwargs (#516, @jnsbck)
π New Contributors#
@simoneeb made their first contribution in #473
@zinaStef made their first contribution in #464
@fabioseel made their first contribution in #479
@deezer257 made their first contribution in #460
0.4.0#
π§© New features#
Changing the number of compartments:
cell.branch(0).set_ncomp(4)(#436, #440, #445, @michaeldeistler, @jnsbck)New options for plotting:
cell.vis(type='comp')andcell.vis(type='morph')(#432, #437, @jnsbck)Speed optimization for
jx.integrate(..., voltage_solver="jaxley.stone")(#442, @michaeldeistler)
π Documentation#
new website powered by sphinx:
jaxley.readthedocs.io(#434, #435, @michaeldeistler)
v0.3.0#
π§© New features#
New solver:
jx.integrate(..., voltage_solver="jax.sparse")which has very low compile time (#418, @michaeldeistler)Support for different number of compartments per branch at initilization (modifying the number of compartments after initialization is not yet supported, #418, #426, @michaeldeistler)
π Bug fixes#
Bugfix for capacitances and their interplay with axial conductances (Thanks @Tunenip, #426, @michaeldeistler)
Bugfixes for tutorials on website
v0.2.1#
Bugfix for using
statesininit_stateof the channel (#421, @michaeldeistler)Bugfix for tutorial on building custom channels (#421, @michaeldeistler)
Add
jaxley-mechasdevdependency to use it in testsing (#421, @michaeldeistler)
v0.2.0#
π§© New features#
Cranck-Nicolson solver (#413, @michaeldeistler)
Forward Euler solver for compartments and branches (#413, @michaeldeistler)
Add option to access
statesinchannel.init_state(#416, @michaeldeistler)
π Bug fixes#
Bugfix for interpolation of x, y, z values (#411, @jnsbck)
v0.1.2#
Minor fixups for README, website, and PyPI landing page
v0.1.1#
Minor fixups for README, website, and PyPI landing page
v0.1.0#
First public version