Chef Dialects
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This document discusses Chef dialects, which allow defining Chef resources like recipes, attributes, and templates using other programming languages beyond Ruby. Current dialects include JavaScript, Python, JSON, and YAML. Dialects are distributed as Chef cookbooks and allow defining resources like recipes in other languages. The document outlines the goals and status of the Chef dialects work.
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For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/building-and-scaling-ai-applications-with-the-nx-ai-manager-a-presentation-from-network-optix/
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van Emden shows how Nx can simplify the developer’s life and facilitate a rapid transition from concept to production-ready applications.He provides valuable insights into developing scalable and efficient edge AI solutions, with a strong focus on practical implementation.Infrastructure Challenges in Scaling RAG with Custom AI models
Building Retrieval-Augmented Generation (RAG) systems with open-source and custom AI models is a complex task. This talk explores the challenges in productionizing RAG systems, including retrieval performance, response synthesis, and evaluation. We’ll discuss how to leverage open-source models like text embeddings, language models, and custom fine-tuned models to enhance RAG performance. Additionally, we’ll cover how BentoML can help orchestrate and scale these AI components efficiently, ensuring seamless deployment and management of RAG systems in the cloud.
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Chef Dialects
- 2. 10KM View • Hooks to load from non-.rb Improvements to layout •
- 3. Dialect Hooks • Recipes Attributes • Metadata • • Roles • Data bags
- 4. Rules • Side effect based • Ruby classes • File extension, MIME type
- 5. Cookbook Dialects • • depends 'dialect-js' attributes/default.yml • • recipes/default.js Distributed as cookbooks
- 6. dialect-js template('/tmp/foo', { source: 'foo.erb', owner: 'root', variables: {msg: node.msg} })
- 8. Knife Dialects • Distributed as gems, knife plugins • gem install knife-dialect-erbyaml • knife role from file web.yml • knife data bag from file users jdoe.yml
- 9. Current Dialects • Javascript, based on therubyracer/V8 • Python, incomplete, based on ffi + libpython • JSON • YAML and ERB+YAML • ...
- 10. Current Dialects • Javascript, based on therubyracer/V8 • Python, incomplete, based on ffi + libpython • JSON • YAML and ERB+YAML • Puppet (soon)
- 11. Next steps • chef_fs for knife upload and chef-client -z • More dialects • Perl? • Java? • TOML? • Templates?
- 12. Layout Shortcuts • attributes/default.rb ➡ attributes.rb • recipes/default.js ➡ recipe.js • libraries/default.rb ➡ library.rb
- 14. Default lookup • source 'foo.erb' • host-fqdn/foo.erb • platform-version/foo.erb • platform/foo.erb • default/foo.erb • foo.erb ☺☺☺
- 15. Explicit Lookup • source ['one.erb', 'two.erb'] • source [ "host-#{node['fqdn']}/name", "#{node['platform']}-#{node['platform_version']}/name", "#{node['platform']}/name", "default/name", ]
- 16. Putting It All Together my-postgresql/ attributes.json metadata.yml recipe.py templates/ postgresql.conf.erb