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More debug options when mode=NUMBA

enhancementNew feature or requestNew feature or request

numba

Status: Open.

#1787 In pymc-devs/pytensor;

· jessegrabowski opened on Dec 14, 2025

Determinant of factorized matrices

enhancementNew feature or requestNew feature or request

graph rewriting

linalgLinear algebraLinear algebra

Status: Draft (not ready).

pymc-devs/pytensornumber 1785

#1785 In pymc-devs/pytensor;

· ricardoV94 opened on Dec 10, 2025

Missing numba implementation of Tri

beginner friendly

enhancementNew feature or requestNew feature or request

numba

Status: Open.

#1732 In pymc-devs/pytensor;

· ricardoV94 opened on Nov 19, 2025

Use sparse structured methods where possible

enhancementNew feature or requestNew feature or request

sparse variables

Status: Open (in progress).

pymc-devs/pytensornumber 1727

#1727 In pymc-devs/pytensor;

· jessegrabowski opened on Nov 18, 2025

Optimize non-structured unary elementwise <code>Ops</code> on sparse matrices

enhancementNew feature or requestNew feature or request

feature request

graph rewriting

help wantedExtra attention is neededExtra attention is needed

sparse variables

Status: Open.

#1678 In pymc-devs/pytensor;

· jessegrabowski opened on Oct 18, 2025

Implement Sparse Ops in Numba

enhancementNew feature or requestNew feature or request

numba

sparse variables

Status: Draft (not ready).

pymc-devs/pytensornumber 1676

#1676 In pymc-devs/pytensor;

· ricardoV94 opened on Oct 18, 2025

Create <code>vectorized</code>, <code>value_and_grad</code> and <code>shape</code> versions of <code>JAXOp</code>

enhancementNew feature or requestNew feature or request

jax

Op implementation

Status: Open.

#1645 In pymc-devs/pytensor;

· ricardoV94 opened on Oct 9, 2025

Equality of Ops with InnerGraph

enhancementNew feature or requestNew feature or request

Op implementation

OpFromGraph

scan

Status: Open.

#1606 In pymc-devs/pytensor;

· ricardoV94 opened on Sep 6, 2025

Add pre-defined python linker to <code>mode.py</code>

beginner friendly

compilation

enhancementNew feature or requestNew feature or request

help wantedExtra attention is neededExtra attention is needed

Status: Open.

#1531 In pymc-devs/pytensor;

· jessegrabowski opened on Jul 10, 2025

Support for sparse jacobians

enhancementNew feature or requestNew feature or request

feature request

gradients

help wantedExtra attention is neededExtra attention is needed

sparse variables

Status: Open.

#1499 In pymc-devs/pytensor;

· jessegrabowski opened on Jun 26, 2025

Support for <code>hessp</code> in <code>tensor.optimize.minimize</code>

enhancementNew feature or requestNew feature or request

feature request

help wantedExtra attention is neededExtra attention is needed

SciPy compatibility

Status: Open.

#1472 In pymc-devs/pytensor;

· jessegrabowski opened on Jun 13, 2025

Allow lists as inputs to variables and equations in <code>pytensor.optimize.root</code>

enhancementNew feature or requestNew feature or request

graph rewriting

Status: Open.

#1465 In pymc-devs/pytensor;

· jessegrabowski opened on Jun 11, 2025