ray/release/benchmarks/README.md
SangBin Cho 549527687f
Migrate scalability tests (#22901)
This PR migrates scalability tests to the new infra.

I had to copy the benchmarks folder to the release folder to make it work. I will remove some unnecessary files (e.g., benchmark.yaml or wait_for_cluster file) Alternatively we can support a different path than /release from the tool, but I think this way is cleaner. I am open to suggestion though cc @krfricke
2022-03-08 17:22:41 -08:00

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# Ray Scalability Envelope
## Distributed Benchmarks
All distributed tests are run on 64 nodes with 64 cores/node. Maximum number of nodes is achieved by adding 4 core nodes.
| Dimension | Quantity |
| --------- | -------- |
| # nodes in cluster (with trivial task workload) | 250+ |
| # actors in cluster (with trivial workload) | 10k+ |
| # simultaneously running tasks | 10k+ |
| # simultaneously running placement groups | 1k+ |
## Object Store Benchmarks
| Dimension | Quantity |
| --------- | -------- |
| 1 GiB object broadcast (# of nodes) | 50+ |
## Single Node Benchmarks.
All single node benchmarks are run on a single m4.16xlarge.
| Dimension | Quantity |
| --------- | -------- |
| # of object arguments to a single task | 10000+ |
| # of objects returned from a single task | 3000+ |
| # of plasma objects in a single `ray.get` call | 10000+ |
| # of tasks queued on a single node | 1,000,000+ |
| Maximum `ray.get` numpy object size | 100GiB+ |