Release v5.0.3: Lemonade installer and examples, repo reorg, and lots more

[jeremyfowers]

Summary of Changes

• Docs, test, and examples have been moved into turnkey (CNNs and Transformers) vs. lemonade (LLMs) directories (@jeremyfowers)
  • For example: docs/lemonade/getting_started.md instead of docs/lemonade_getting_started.md
• Track the memory utilization of any lemonade or turnkey command and plot it on a graph by setting the --memory option (@amd-pworfolk).
• Add examples and demo applications for the high-level LEAP APIs in examples/lemonade (@jeremyfowers).
• Add LEAP support for all OGA backends (@jeremyfowers).
• Extend the llm-prompt tool to make it more useful for model and framework validation (@amd-pworfolk).
• Updates and fixes to lemonade test code in llm_api.py (@jeremyfowers).
• Fix not_enough_tokens bug on oga-bench (@danielholanda).