Building a Scalable Python gRPC Service using Kubernetes

Transcript

1. Building a Scalable Python gRPC Service using Kubernetes @ PyCon APAC Ian Lewis, Developer Advocate
2. Ian Lewis Developer Advocate Google Cloud Platform google.com/+IanLewis-hoge @IanMLewis
4. gRPC Concepts gRPC & Python Containers & Kubernetes Concepts Running a Kubernetes Service Wrap Up 1 2 3 4 Agenda 5
5. Section Slide Template Option 2 Put your subtitle here. Feel free to pick from the handful of pretty Google colors available to you. Make the subtitle something clever. People will think it’s neat. gRPC Concepts Wait…. RPC? What happened to REST?
6. Remote Procedure Call HTTP/2 Protocol Buffers gRPC in a Nutshell
7. HTTP/2
8. • is binary ( no telnet :( ) • is fully multiplexed (fewer connections) • uses header compression to reduce overhead • allows servers to “push” responses HTTP/2 ...
9. Protocol Buffers
10. • are a way to serialize structured data • are binary ( really no love for telnet :( ) • can be parsed quickly • are flexible (easy to add new fields, supports addons) • support code generation Protocol Buffers ...
11. message Person { required string name = 1; required int32 id = 2; optional string email = 3; } Protocol Buffers
12. // The greeting service definition. service Greeter { // Gets my Person data rpc GetMe () returns (Person) {} } Protocol Buffers
13. Section Slide Template Option 2 Put your subtitle here. Feel free to pick from the handful of pretty Google colors available to you. Make the subtitle something clever. People will think it’s neat. gRPC & Python Python!
14. git clone https://github.com/grpc/grpc.git
15. make shared_c static_c bins/opt/grpc_python_plugin
16. protoc -I ../../protos --python_out=. --grpc_out=. -- plugin=protoc-gen- grpc=/path/to/bins/opt/grpc_python_plugin ../.. /protos/helloworld.proto Generate Code
17. Section Slide Template Option 2 Put your subtitle here. Feel free to pick from the handful of pretty Google colors available to you. Make the subtitle something clever. People will think it’s neat. Containers & Kubernetes Concepts What that thar be?!?!
18. Current Practice
19. Database Batch processing Cache Webservers Webservers Webservers Webservers
20. kernel libs app app app No isolation No namespacing Common libs Highly coupled apps and OS app Shared Machines
21. Some isolation Expensive and inefficient Still highly coupled to the guest OS Hard to manage app libs kernel libs app app kernel app libs libs kernel kernel Virtual Machines
22. Containers
23. build and deploy vm images • Curated runtimes • Rich services • Auto-everything • … just add code • Managed collections • Declarative + Dynamic Compute as a Continuum Platform Cluster • Basic atom • Run anything VM More agility More Flexibility build and deploy containers build and deploy apps
24. libs app kernel libs app libs app libs app Containers
25. Everything at Google runs in containers: • Gmail, Web Search, Maps, ... • MapReduce, batch, ... • GFS, Colossus, ... • Even Google Compute Engine: VMs in containers!
26. Everything at Google runs in containers: • Gmail, Web Search, Maps, ... • MapReduce, batch, ... • GFS, Colossus, ... • Even Google Compute Engine: VMs in containers! We launch over 2 billion containers per week.
27. Why containers? • Performance • Repeatability • Isolation • Quality of service • Accounting • Visibility • Portability A fundamentally different way of managing applications
28. Kubernetes
29. Greek for “Helmsman”; also the root of the word “Governor” • Container orchestrator • Runs Docker containers • Supports multiple cloud and bare-metal environments • Inspired and informed by Google’s experiences and internal systems • Open source, written in Go Manage applications, not machines
30. • 0.18.0 released • 369 contributors • over 8000 github stars • CoreOS • HP • IBM • Mesosphere • Microsoft • Pivotal • Red Hat • SaltStack • VMWare • Binary releases • Logging and monitoring • Richer scheduling ◦ Labels based constraints ◦ Smart bin-packing ◦ Run-to-completion • Updated service model ◦ IP per service • DNS integration Project Partners New Introducing Google Container Engine Community
31. • Group of containers • Settings in a template ➔ Reuse across environments ➔ Repeatable, manageable Behavior Benefits Pod Web Server Content Management Server Pods more at pod.md
32. Dashboard show: FE Labels • Metadata with semantic meaning • Membership identifier ➔ Allow for intent of many users (e.g. dashboards) ➔ Build higher level systems … Behavior Benefits Pod Pod frontend Pod frontend Pod Pod FE BI, FE v2 Dashboard show: v2 more at labels.md
33. Replication Controllers Behavior Benefits Replication Controller #Pods → 2 label selector: v1 Pod Pod frontend Pod frontend Pod Pod v1 v1 Replication Controller #Pods → 1 label selector: v2 v2 more at rc.md • Keeps Pods running • Gives direct control of Pod #s ➔ Restarts Pods, desired state ➔ Fine-grained control for scaling
34. Pod Services Behavior Benefits Pod FE FE Pod FE Service label selector: Front End more at services.md ➔ Clients shielded from implementation details ➔ Independently control each, build for resiliency • Stable address • Decoupled from Controllers
35. Section Slide Template Option 2 Put your subtitle here. Feel free to pick from the handful of pretty Google colors available to you. Make the subtitle something clever. People will think it’s neat. Running a Kubernetes Service Steer me ship captain!
36. #pyconapac plus.google.com/+IanLewis-hoge twitter.com/IanMLewis Thank you!