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📍 VOD Development Roadmap V0 #1

Open
8 of 16 tasks
MotzWanted opened this issue Jul 17, 2023 · 0 comments
Open
8 of 16 tasks

📍 VOD Development Roadmap V0 #1

MotzWanted opened this issue Jul 17, 2023 · 0 comments

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@MotzWanted
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MotzWanted commented Jul 17, 2023 •
edited by vlievin
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We summarize our planned features in this issue. This issue will keep being updated.

Dataloaders: Support more datasets for common IR & Gen AI

Primary:
  • MSMarco
  • Natural Question
  • ELI5
  • MMLU
  • Wikipedia
  • WikiHow
Secondary:
  • Interface for external datasets

Modelling: REALM for Generative Tasks

Primary:
  • Implement a REALM model (Encoder + OSS Generative LLM)
Secondary:
  • Handle LoRA parameterization
  • Handle DeepSpeed

Search API: Add Filtering Capabilities

Primary:
  • Qdrant backend
Secondary:
  • vector support in elasticsearch

Gradients: VOD for Generative Tasks

Primary:
  • Implement VOD gradients for generative tasks
  • Test VOD gradients on MNIST

UX: first-steps

Primary:
  • Make the code plug-an-play / extendable
  • Simplify existing workflows
@MotzWanted MotzWanted changed the title VOD Development Roadmap V0 📍 VOD Development Roadmap V0 Aug 14, 2023
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