Add 1d and 2d modules for interpolate with scaling (also fix ONNX Resize op)

[antimora]

Pull Request Template

Checklist

• Confirmed that run-checks all script has been executed.
• Made sure the book is up to date with changes in this PR.

Related Issues/PRs

1. Fixes an issue in ONNX import issue: index out of bounds #2058
2. NaN for [N, C, 1, W] interpolate inputs with bilinear and bicubic modes for burn-wgpu and burn-ndarray backends #2080 bug is discovered

Changes

1. Add 1d and 2d interpolate modules with scaling factor support.
2. Fix ONNX Resize OP implementation to use interpolate modules (1d and 2d).

Testing

Added new tests and run-checks.sh all

[codecov]

Codecov Report

Attention: Patch coverage is 77.80580% with 176 lines in your changes missing coverage. Please review.

Project coverage is 86.40%. Comparing base (47d4139) to head (b5309f6).

Files	Patch %	Lines
crates/onnx-ir/src/ir.rs	12.90%	54 Missing ⚠️
...rn-tensor/src/tests/module/bilinear_interpolate.rs	0.00%	42 Missing ⚠️
...urn-tensor/src/tests/module/bicubic_interpolate.rs	0.00%	35 Missing ⚠️
crates/burn-import/onnx-tests/tests/onnx_tests.rs	84.49%	20 Missing ⚠️
crates/burn-import/src/onnx/op_configuration.rs	81.70%	15 Missing ⚠️
crates/burn-import/src/burn/node/resize.rs	97.05%	4 Missing ⚠️
...ates/burn-core/src/nn/interpolate/interpolate1d.rs	99.09%	1 Missing ⚠️
...ates/burn-core/src/nn/interpolate/interpolate2d.rs	99.09%	1 Missing ⚠️
crates/burn-core/src/nn/interpolate/mod.rs	85.71%	1 Missing ⚠️
crates/burn-tensor/src/tensor/ops/modules/base.rs	0.00%	1 Missing ⚠️
... and 2 more

Additional details and impacted files

@@            Coverage Diff             @@
##             main    #2081      +/-   ##
==========================================
- Coverage   86.46%   86.40%   -0.06%     
==========================================
  Files         684      687       +3     
  Lines       87320    87931     +611     
==========================================
+ Hits        75498    75974     +476     
- Misses      11822    11957     +135     

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[nathanielsimard]

LGTM. I think some of the tests of ONNX could actually become burn_tensor tests at some point.