Update image_classifier/densenet-161 to include torch.compile

[lzcemma]

Description

Update image_classifier/densenet-161 to include torch.compile

Add model config file
Update README

Type of change

• New feature (non-breaking change which adds functionality)

Testing

• TorchServe starts logs

2024-06-21T15:16:28,320 [INFO ] W-9035-densenet161_1.0-stdout MODEL_LOG - [PID]3640610
2024-06-21T15:16:28,320 [INFO ] W-9002-densenet161_1.0-stdout MODEL_LOG - Python runtime: 3.12.2
2024-06-21T15:16:28,320 [INFO ] W-9035-densenet161_1.0-stdout MODEL_LOG - Torch worker started.
2024-06-21T15:16:28,320 [INFO ] W-9011-densenet161_1.0-stdout MODEL_LOG - Torch worker started.

• Output prediction
  Logs for Test B

{
  "tabby": 0.4664836823940277,
  "tiger_cat": 0.4645617604255676,
  "Egyptian_cat": 0.06619937717914581,
  "lynx": 0.0012969186063855886,
  "plastic_bag": 0.00022856894065625966
}

Checklist:

• Did you have fun?
• Have you added tests that prove your fix is effective or that this feature works?
• Has code been commented, particularly in hard-to-understand areas?
• Have you made corresponding changes to the documentation?

[agunapal]

Hi @lzcemma Thanks for the PR! Can you please move the torch.compile section to the top. We want users to try torch.compile by default

[lzcemma]

Hi @lzcemma Thanks for the PR! Can you please move the torch.compile section to the top. We want users to try torch.compile by default

Hi @agunapal Thanks for review. I updated the README and torch.compile section is on top now.

[agunapal]

LGTM!