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JAX Performance & Distributed
JAXjit details, memory and device control, sharding APIs (Mesh, PartitionSpec, shard_map), mixed precision. The performance and parallelism toolbox.
This track is written for JAX, which isn't the mode you're browsing in.
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/ 25 solved
- 1. Not solved yet. jit with static_argnums
- 2. Not solved yet. jit with static_argnames
- 3. Not solved yet. jit with donate_argnums
- 4. Not solved yet. jit with Pytree Input
- 5. Not solved yet. Explicit device_put
- 6. Not solved yet. block_until_ready for Sync
- 7. Not solved yet. Host Roundtrip via device_get
- 8. Not solved yet. make_jaxpr Inspection
- 9. Not solved yet. jit Retrace on Shape Change
- 10. Not solved yet. disable_jit Context Manager
- 11. Not solved yet. Mesh Creation
- 12. Not solved yet. PartitionSpec Basics
- 13. Not solved yet. NamedSharding (Replicated)
- 14. Not solved yet. shard_map Basics
- 15. Not solved yet. shard_map with psum Collective
- 16. Not solved yet. shard_map vs vmap
- 17. Not solved yet. bfloat16 Mixed Precision
- 18. Not solved yet. Explicit Dtype Promotion
- 19. Not solved yet. Fused Elementwise Ops
- 20. Not solved yet. with_sharding_constraint
- 21. Not solved yet. pjit Basics
- 22. Not solved yet. Compilation Cache Key
- 23. Not solved yet. compilation_cache.set_cache_dir
- 24. Not solved yet. Shape Polymorphism (Concept)
- 25. Not solved yet. Multi-Host JAX (Conceptual)
Check yourself
4 questions · one attempt eachThese do not count toward finishing the track. They are here to catch the things that are easy to read past.
Where does a jnp array live by default?
jax.devices()
jax.default_backend()
jnp.ones(3).devices()
Question 1 of 4