From a4554a800b9341417cdf8483fb5300e15b7b0f74 Mon Sep 17 00:00:00 2001 From: Dan Touitou <83634223+touitou-dan@users.noreply.github.com> Date: Sun, 7 Jul 2024 06:25:07 -0700 Subject: [PATCH] Blog about io_thread performance contribution Signed-off-by: Dan Touitou <83634223+touitou-dan@users.noreply.github.com> --- content/authors/dantouitou.md | 10 +++ content/authors/uriyagelnik.md | 9 +++ ...te-efficiency-improvements-for-ValKey-8.md | 67 ++++++++++++++++++ static/assets/media/authors/dantouitou.jpeg | Bin 0 -> 7539 bytes static/assets/media/authors/uriyagelnik.png | Bin 0 -> 1521 bytes static/assets/media/pictures/io_threads.png | Bin 0 -> 222482 bytes 6 files changed, 86 insertions(+) create mode 100644 content/authors/dantouitou.md create mode 100644 content/authors/uriyagelnik.md create mode 100644 content/blog/2024-07-07-aws-to-contribute-efficiency-improvements-for-ValKey-8.md create mode 100644 static/assets/media/authors/dantouitou.jpeg create mode 100644 static/assets/media/authors/uriyagelnik.png create mode 100644 static/assets/media/pictures/io_threads.png diff --git a/content/authors/dantouitou.md b/content/authors/dantouitou.md new file mode 100644 index 0000000..98d5110 --- /dev/null +++ b/content/authors/dantouitou.md @@ -0,0 +1,10 @@ +--- +title: Dan Touitou +extra: + photo: '/assets/media/authors/dantouitou.jpeg' + github: touitou-dan +--- + +Dan is a software engineer at AWS + +"In his spare time, Dan loves solving complex partial differential equations with his family and telling fairy tales about himself. diff --git a/content/authors/uriyagelnik.md b/content/authors/uriyagelnik.md new file mode 100644 index 0000000..f4f8bad --- /dev/null +++ b/content/authors/uriyagelnik.md @@ -0,0 +1,9 @@ +--- +title: Uri Yagelnik +extra: + photo: '/assets/media/authors/uriyagelnik.png' + github: uriyage +--- + +Uri is a software engineer at AWS + \ No newline at end of file diff --git a/content/blog/2024-07-07-aws-to-contribute-efficiency-improvements-for-ValKey-8.md b/content/blog/2024-07-07-aws-to-contribute-efficiency-improvements-for-ValKey-8.md new file mode 100644 index 0000000..0b3fd65 --- /dev/null +++ b/content/blog/2024-07-07-aws-to-contribute-efficiency-improvements-for-ValKey-8.md @@ -0,0 +1,67 @@ ++++ +# `title` is how your post will be listed and what will appear at the top of the post +title= "AWS to Contribute Efficiency Improvements to Valkey 8 " +# `date` is when your post will be published. +# For the most part, you can leave this as the day you _started_ the post. +# The maintainers will update this value before publishing +# The time is generally irrelvant in how Valkey published, so '01:01:01' is a good placeholder +date= 2024-07-08 01:01:01 +# 'description' is what is shown as a snippet/summary in various contexts. +# You can make this the first few lines of the post or (better) a hook for readers. +# Aim for 2 short sentences. +description= "Better efficiency reduces cost, improves latency and makes our environment greener" +# 'authors' are the folks who wrote or contributed to the post. +# Each author corresponds to a biography file (more info later in this document) +authors= [ "dantouitou", "uriyagelnik"] ++++ +## AWS to Contribute Efficiency Improvements for Valkey 8 + +From simple in-memory caching implementations to complex job queues, real-time collaboration, and leaderboards applications, we at AWS are continually amazed by how innovatively users employ Valkey. + +Clearly, this is just the tip of the iceberg. As more use cases and industries want to benefit from the speed, low latency, and cost reduction advantages of in-memory processing as introduced by Valkey, we are fully committed to this vision. + +### Our Commitment to Efficiency + +One of our primary goals at AWS is to ensure our customers receive the most efficient services. Efficiency not only leads to lower costs, better latency and a greener environment, but also enhances resilience. + +For example, take the fork-based snapshotting and replication process. The longer it takes, the more memory is consumed by copied-on-write pages and the replica output buffer, often resulting in high swapping and erratic behavior. By reducing execution time, one can achieve a more predictable memory usage and greater stability. + +### Major Upgrade to Valkey Performance + +We are excited about the new Linux Foundation sponsorship for Valkey and are taking a bigger step, contributing our major performance improvements and expertise. Starting with version 8, Valkey users will benefit from a breakthrough in performance, thanks to a new multi-threading implementation that can can considerably boost performance on a wide range of hardware types. + +For caching workloads, Valkey users will be able to increase maximum requests per second to over 1 million on multi-core machines such as AWS EC2 r7g.4xl + +### Benefits of High Capacity Shards + +Valkey's common approach for performance and memory increase is by scaling out, i.e., +adding more shards to the cluster. The availability of more powerful nodes adds another dimension +of flexibility when designing applications. + +First, higher-capacity shards enable the deployment of clusters +with larger capacity and greater resilience to request surges. Additionally, for applications requiring multi-key +transactions, more powerful shards simplify key distribution when designing the application by allowing a higher +concentration of slots in a single shard. Finally, higher-capacity shards handling requests for a larger number +of slots are more effective in load balancing resources during arbitrary increases in load on random slots. +This reduces the need for costly over-provisioning. + +### Performance Without Compromising Simplicity + +Implementing multi-threading can be a complex task. Over the years, contributors have been careful to maintain Redis’ and now Valkey’s simplicity . This ensures an API that can continuously evolve without the need to use complex synchronization and avoid race conditions. + +We designed our new multi-threading approach to delight Valkey users with intuitive simplicity. It utilizes a minimal number of synchronization mechanisms and keeps Valkey command execution single-threaded, simple, and primed for future enhancements. + +![io_threads high level design](/assets/media/pictures/io_threads.png) + +### High Level Design +The above diagram depicts the io_threads implementation from a high-level perspective. Io_threads are stateless worker threads that receive jobs to execute from the main thread. In Valkey 8, a job can involve reading and parsing a command from a client, writing back responses to the client, polling for IO events on TCP connections, or de-allocating memory. This leaves the main thread with more time to execute commands. + +The main thread orchestrates all the jobs spawned to the io_threads, ensuring that no race conditions occur. Io_threads can be easily added and removed by the main thread based on the current load to ensure efficient utilization of the underlying hardware. Despite the dynamic nature of io_threads, the main thread attempts to maintain thread affinity, ensuring that the same io_thread will handle IO for the same client to improve memory access locality. + +Before executing commands, the main thread performs a new procedure, prefetch-commands-keys, which aims to reduce the number of external memory accesses needed when executing the commands on the main dictionary. A detailed explanation of the technique used in that procedure will be described in our next blog. + +Socket polling system calls, such as epoll_wait, are expensive procedures. When executed solely by the main thread, epoll_wait consumes more than 20 percent of the time. Therefore, we decided to offload epoll_wait execution to the io_threads in the following way: to avoid race conditions, at any time, at most one thread, either an io_thread or the main thread, is executing epoll_wait. Io_threads never sleep on epoll, and whenever there are pending IO operations or commands to be executed, epoll_wait calls are scheduled to the io_threads by the main thread. In all other cases, the main thread executes the epoll_wait with the waiting time as in the original Valkey implementation + +### Future Enhancements + +This is just the beginning. We plan to uphold our commitment to enhancing Valkey's commands and processes efficiency. 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