Docs: Added benchmarks for torch.compile() for vision models (#24748)

* added benchmarks for compile

* Update docs/source/en/perf_torch_compile.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/perf_torch_compile.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/perf_torch_compile.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/perf_torch_compile.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/perf_torch_compile.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/perf_torch_compile.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/perf_torch_compile.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/perf_torch_compile.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/perf_torch_compile.md

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* Update docs/source/en/perf_torch_compile.md

Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Update docs/source/en/perf_torch_compile.md

Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* added more models

* added more models fr

* added visualizations

* minor fix

* Update docs/source/en/perf_torch_compile.md

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/perf_torch_compile.md

Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Update docs/source/en/perf_torch_compile.md

Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Added links to models and put charts side by side

* Added batch comparisons

* Added more comparisons

* Fix table

* Added link to wheel

* Update perf_torch_compile.md

---------

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

docs/source/en/_toctree.yml

@@ -150,6 +150,8 @@
       title: Troubleshooting
     - local: tf_xla
       title: XLA Integration for TensorFlow Models
+    - local: perf_torch_compile
+      title: Optimize inference using `torch.compile()`
   title: Performance and scalability
 - sections:
     - local: contributing