rel-2.16.0

What's Changed

Major Changes 🛠

• Implement graph.vectorize and Blockwise Op by @ricardoV94 in #306
• Deprecate extract_diag and linalg.trace in favor of numpy look-alikes by @ricardoV94 in #428

New Features 🎉

• Add Op corresponding to scipy.linalg.solve_discrete_are by @jessegrabowski in #417
• Improve static output shape and numba implementations of some Ops by @aseyboldt in #375

Documentation 📖

• DOC: Fix docstrings in gradient.py by @hsinfan1996 in #415

Maintenance 🔧

• Rename module pytensor.tensor.var to pytensor.tensor.variable by @purna135 in #424

New Contributors

• @purna135 made their first contribution in #424
• @hsinfan1996 made their first contribution in #415

Full Changelog: rel-2.15.0...rel-2.16.0

rel-2.15.0

What's Changed

Major Changes 🛠

• Add shape_unsafe tag to rewrites that can hide shape errors by @ricardoV94 in #381
• Forbid runtime broadcasting by Alloc by @ricardoV94 in #390

New Features 🎉

• Extend ExtractDiag gradient and numba implementation to higher dimensional inputs by @ricardoV94 in #389

Bugfixes 🐛

• Fix typo in profile summary printing function by @Armavica in #416
• Fix numba implementation of CumOp when axis is None by @ricardoV94 in #420

Documentation 📖

• Fix docstrings reference for the betainc_grad function by @amyoshino in #412

Maintenance 🔧

• Don't run merge optimization in ScalarInnerGraphOp.fgraph by @ricardoV94 in #406

New Contributors

• @amyoshino made their first contribution in #412

Full Changelog: rel-2.14.2...rel-2.15.0

rel-2.14.2

What's Changed

New Features 🎉

• Provide JAX Ops from Optional tensorflow-probability dependency by @ricardoV94 in #403

Bugfixes 🐛

• Retain more precise types in MergeOptimizer by @ricardoV94 in #405

Maintenance 🔧

• Add numpy constants to pytensor.tensor scope by @ricardoV94 in #404

Full Changelog: rel-2.14.1...rel-2.14.2

rel-2.14.1

What's Changed

Bugfixes 🐛

• Don't include local_uint_constant_indices rewrite in JAX mode due to XLA bug by @ricardoV94 in #400
• Fix overly strict check in local_pow_specialize rewrite by @ricardoV94 in #402

Full Changelog: rel-2.14.0...rel-2.14.1

rel-2.14.0

What's Changed

Major Changes 🛠

• Drop support for Python 3.8 by @ricardoV94 in #391
• Don't try to infer support shape of multivariate RVs by default by @ricardoV94 in #388

Bugfixes 🐛

• Fix bug with dummy output clients in local_det_chol rewrite by @jessegrabowski in #393
• Speedup truncated_graph_inputs by @ferrine in #394

Maintenance 🔧

• Unify signatures of graph_replace and clone_replace by @ferrine in #398

Full Changelog: rel-2.13.1...rel-2.14.0

rel-2.13.1

What's Changed

Bugfixes 🐛

• Fix bug in tag_solve_triangular rewrite by @jessegrabowski in #383

Full Changelog: rel-2.13.0...rel-2.13.1

rel-2.13.0

What's Changed

Major Changes 🛠

• Use static-only broadcasting rules to compute shape of broadcasting by @aseyboldt in #345
• Allow rebuilding graphs when output type depends on input values by @ricardoV94 in #280
• Forbid runtime broadcasting in Elemwise by @ricardoV94 in #372

New Features 🎉

• Extend log_softmax stabilization rewrite to graphs with indexing and expand_dims by @ricardoV94 in #352
• Inline constants in composite graphs by @ricardoV94 in #361
• Add rewrite for Sum(MakeVector) by @aseyboldt in #346
• Infer shape of advanced boolean indexing by @ricardoV94 in #329

Bugfixes 🐛

• Fix bug in boolean_indexing_set_or_inc by @ricardoV94 in #359
• Fix miscelaneous bugs by @ricardoV94 in #368
• Fix bug in JAX implementation of Second by @ricardoV94 in #374

Maintenance 🔧

• Use Dimshuffle for expand_dims by @ricardoV94 in #353
• Don't run useless fusion and inplace rewrites in JAX mode by @ricardoV94 in #370
• Cleanup fusion rewrite database by @ricardoV94 in #369

Full Changelog: rel-2.12.3...rel-2.13.0

rel-2.12.3

What's Changed

Bugfixes 🐛

• Make Split a view op by @ricardoV94 in #344
• Don't change constant names in Features by @ricardoV94 in #348

Full Changelog: rel-2.12.2...rel-2.12.3

rel-2.12.2

What's Changed

Major Changes 🛠

• Add Cholesky dot(L, L.T) rewrite and remove sandbox module by @dehorsley in #303

New Features 🎉

• Improve Op string representation and debug_print formatting by @ricardoV94 in #319

Bugfixes 🐛

• Add missing "f" before format string (memory profiling) by @jklw in #327
• Fix misc bugs by @ricardoV94 in #340

Documentation 📖

• Don't recommend pydot-ng by @l8l in #336

New Contributors

• @dehorsley made their first contribution in #303
• @jklw made their first contribution in #327
• @l8l made their first contribution in #336

Full Changelog: rel-2.12.1...rel-2.12.2

rel-2.12.1

What's Changed

Bugfixes 🐛

• Fix bug in JAX cloning of RNG shared variables by @ricardoV94 in #315
• Fix mixed dtype bug in gammaincc_grad by @ricardoV94 in #318

Full Changelog: rel-2.12.0...rel-2.12.1