~/talk

Toward Generalized Tensor Algebra for ab initio Quantum Chemistry Methods

Talkat ARRAY 2019 · on Saturday, 2019-06-22
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Proposes a concrete block-sparse tensor algebra and C++ API that encodes index spaces, dependency maps and tiled index sequences so sparse/compressed formats drive code generation and loop nests. Shows how dependent index sequences let the compiler reorder or intersect iteration spaces for correct sparse contraction and explains storage-agnostic addressing for distributed data. Demonstrates the framework on real ab initio kernels (Hartree–Fock/exchange-style contractions), reports working prototypes and ongoing performance tuning for multiple architectures.

AI-written summary · about

  1. 0:00Intro
  2. 1:35Limitations
  3. 3:05Contributions
  4. 4:01Optimization over time
  5. 7:30General case
  6. 14:33Loop reconstruction
  7. 16:00Sparse operations
  8. 17:39Case study
  9. 20:59Future work
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