Add ResNet benchmark

[laggui]

Related Issues/PRs

Closes #1521

Changes

Added ResNet-50 inference in backend-comparison

• New build script to fetch the resnet-burn implementation and apply a diff patch to be compatible with the current version of Burn on main
• ResNetBenchmark executes a forward pass on a random input w/ shape [1, 3, 224, 224]
• Two minor typos fixed

Note: doesn't include autodiff but could be added if required, similar to the current gelu benchmark

Testing

Ran the benchmark with multiple backends

cargo run --release --bin burnbench -- run --benches resnet50 --backends tch-gpu tch-cpu wgpu wgpu-fusion ndarray

Note: it doesn't run on candle because AdaptiveAvgPool2d in the model uses padding which is not supported.

[laggui]

Hmm CI failed but the failing test is unrelated to this PR

/edit: looking for feedback on the benchmark implementation but let's wait until we optimize some stuff before we actually merge it.

This will simply be a helpful tool to evaluate the improvements along the way and once we're satisfied with the results we can merge.

[syl20bnr]

LGTM so far, great work!

[codecov[bot]]

Codecov Report

Attention: Patch coverage is 98.33333% with 1 line in your changes missing coverage. Please review.

Project coverage is 85.93%. Comparing base (6f0e61a) to head (98311f2). Report is 4 commits behind head on main.

Files with missing lines	Patch %	Lines
backend-comparison/build.rs	98.33%	1 Missing :warning:

Additional details and impacted files

@@           Coverage Diff           @@
##             main    #1534   +/-   ##
=======================================
  Coverage   85.92%   85.93%           
=======================================
  Files         750      751    +1     
  Lines       94357    94417   +60     
=======================================
+ Hits        81076    81135   +59     
- Misses      13281    13282    +1     

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[github-actions[bot]]

This PR has been marked as stale because it has not been updated for over a month

[github-actions[bot]]

This PR has been marked as stale because it has not been updated for over a month