2.2.1

[holl-]

2.2.1 features bug fixes and syntax improvements over 2.2.0 (#66).

Improvements

• Arguments can now be referred to by name in functional math, such as jacobian, functional_gradient or hessian.
• Keyword arguments are now treated the same as positional arguments in functional math and no longer trigger re-tracing of jit-compiled functions.
• Φ-Flow tensors now better integrate with NumPy arrays.

Breaking Changes

• The gradient function in custom gradient functions must now use dicts.

[codecov-commenter]

Codecov Report

Merging #76 (6b81334) into master (8645a3d) will decrease coverage by 0.04%. The diff coverage is 89.01%.

@@            Coverage Diff             @@
##           master      #76      +/-   ##
==========================================
- Coverage   86.64%   86.59%   -0.05%     
==========================================
  Files         113      114       +1     
  Lines       16687    16857     +170     
==========================================
+ Hits        14458    14598     +140     
- Misses       2229     2259      +30     

Impacted Files	Coverage Δ
phi/math/_shape.py	87.74% <7.14%> (-1.58%)	:arrow_down:
phi/math/_nd.py	81.20% <31.25%> (-3.42%)	:arrow_down:
phi/torch/_torch_backend.py	92.11% <50.00%> (-0.12%)	:arrow_down:
phi/vis/_vis.py	78.52% <66.66%> (ø)
tests/commit/math/test__magic_ops.py	99.23% <83.33%> (-0.77%)	:arrow_down:
phi/math/_functional.py	89.60% <93.00%> (-0.47%)	:arrow_down:
phi/math/_tensors.py	89.87% <95.23%> (+0.55%)	:arrow_up:
demos/differentiate_pressure.py	100.00% <100.00%> (ø)
phi/jax/_jax_backend.py	91.71% <100.00%> (ø)
phi/jax/stax/nets.py	61.26% <100.00%> (+0.21%)	:arrow_up:
... and 21 more

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