pytensor

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Rename `_output_type_depends_on_input_value`

3

### Description The Aarray API standard has a name for this: https://data-apis.org/array-api/draft/design_topics/data_dependent_output_shapes.html Propose renaming it to `data_dependent_output_shapes` for discoverability / standardization. https://github.com/pymc-devs/pytensor/blob/19dafe42e2b34037b0f906d61116fa0d1de5025c/pytensor/graph/op.py#L198-L205 We should also document it in the Op...

ricardoV94

### Description Mentioned in https://github.com/pymc-devs/pytensor/pull/1046#pullrequestreview-2545416966

ricardoV94

Implement new Loop and Scan operators

8

Related to #189 This PR implements a new low level `Loop` `Op` which can be easily transpiled to `Numba` (the Python perform method takes 9 lines, yay to not having...

ricardoV94

Refactor gradient related methods

11

Right now we have `grad`, `L_op`, `R_op`. ## Deprecate `grad` in favor of `L_op`: `grad` is exactly the same as `L_op` except it doesn't have access to the outputs of...

ricardoV94

Rewrite scalar dot as multiplication

1

### Description In https://github.com/pymc-devs/pytensor/pull/1178 we rewrite batched dots that are just multiplication away, but left core dots the same due to use of BLAS operations for those (whether they are...

ricardoV94

There was some convoluted logic in Elemwise perform method to create the python perform callable. In old times, Theano tried to fallback to the C-impl when the number of operands...

ricardoV94

Replace print statements with logging records

2

### Description https://github.com/pymc-devs/pytensor/pull/1193 showed many print statements that are likely better as log records. We should change them, but they have to be reviewed on a per basis

ricardoV94

Add numba overload for `scipy.linalg.svd`

2

### Description We currently use `np.linalg.svd`, which doesn't support `compute_uv = True`, or inplace flags. The relevant LAPACK functions to get full functionality are [gesdd ](https://netlib.org/lapack/explore-html/df/d22/group__gesdd.html) and [gesvd](https://netlib.org/lapack/explore-html/d1/d7f/group__gesvd.html).

jessegrabowski

Try to make pytensor compatible with the Python array API standard

1

### Description https://data-apis.org/array-api/latest/index.html The standard considers lazy graph libraries so we should be fine. The only large difference I saw was that the `.shape` attribute should return a tuple of...

ricardoV94

Remove `Iv` core `Op` in favor of `Ive` and add rewrite rule for log of it

3

### Description Similarly to how we approached `Kv`/`Kve` in #1081, we only need one core Op: `Ive`. We should include the equivalent `log(iv(x))` rewrite for stability, where `iv` is the...

ricardoV94