Design of TensorWrapper

• Motivating TensorWrapper
  • Why Tensors?
  • Are tensors a sufficient DSL?
  • Why TensorWrapper?
• Overview of TensorWrapper
  • What is TensorWrapper?
  • Why do we need TensorWrapper?
  • Architecture Considerations
  • Architecture Design
• Tensor Shape Design
  • What is a tensor’s shape?
  • Why do we need a tensor’s shape?
  • Shape Considerations
  • Shape Design
  • Proposed Shape APIs
  • Summary
  • Additional Notes
• Designing the Symmetry Component
  • What is (tensor) symmetry?
  • Why do we need to consider symmetry?
  • Symmetry Considerations
  • Symmetry Design
  • Proposed APIs
  • Summary
  • Additional Notes
• Tensor Sparsity Design
  • What is tensor sparsity?
  • Why do we need tensor sparsity?
  • Sparsity considerations
  • Sparsity Design
  • Proposed APIs
  • Summary
• Designing the Layout Component
  • What is a (tensor) layout?
  • Why do we need a (tensor) layout?
  • Tensor Layout Considerations
  • Layout Design
  • Proposed APIs
  • Summary
• Designing the Allocator
  • What is an Allocator?
  • Why do We Need an Allocator Component?
  • Allocator Considerations
  • Allocator Design
  • Proposed APIs
  • Summary
• Designing the Buffer
  • What is the Buffer?
  • Why do we need a Buffer?
  • Buffer Terminology
  • Buffer Considerations
  • Buffer Design
  • Proposed APIs
  • Summary
• Designing TensorWrapper Class
  • What is the TensorWrapper class?
  • Why do we need the TensorWrapper class?
  • TensorWrapper Considerations
  • TensorWrapper Design
  • Proposed APIs
  • TensorWrapper Summary
• Designing the Expression Component
  • What is the expression component?
  • Why do we need an expression component?
  • Expression Component Considerations
  • Expression Component Design
  • User API
  • Example API
  • Understanding the Linked State
  • Summary
  • Other Notes
• Designing the OpGraph
  • What is the OpGraph Component?
  • Why do we need an OpGraph?
  • OpGraph Considerations
  • Tensor Networks
  • OpGraph Notation
  • OpGraph Design
  • OpGraph API
  • Summary
  • References
• Designing the Sparse Map Component