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Building Containers for Python Applications
Moshe Zadka – https://cobordism.com
2021
Acknowledgement of Country
Belmont (in San Francisco Bay Area Peninsula)
Ancestral homeland of the Ramaytush Ohlone people
What is good
What is good
I To crush your enemies
What is good
I To crush your enemies
I To see them driven before you
What is good
I To crush your enemies
I To see them driven before you
I Um, wrong slides
What is good
I Fast
What is good
I Fast
I Small
What is good
I Fast
I Small
I Secure
What is good
I Fast
I Small
I Secure
I Usable
Specifying the requirements
Let’s be more concrete
I Keep up to date
Specifying the requirements
Let’s be more concrete
I Keep up to date
I Reproducible builds
Specifying the requirements
Let’s be more concrete
I Keep up to date
I Reproducible builds
I No compilers in prod
Specifying the requirements
Let’s be more concrete
I Keep up to date
I Reproducible builds
I No compilers in prod
I Keep size (reasonably) small
Up to date
Install security updates
Up to date
Install security updates
But when?
Up to date
Install security updates
But when? Depends!
Reproducible builds
Same code gives same results
Reproducible builds
Same code gives same results
...mostly
No compilers in prod
A common anti-pattern
No compilers in prod
A common anti-pattern
...surprisingly easy to get wrong!
Size
I Diminishing returns
Size
I Diminishing returns
I Cost savings
Support binary wheels
Installing and building
Support binary wheels
Installing and building
Faster
Support binary wheels
Installing and building
Faster
Simplifies images
Not run as root
General hygiene
Minimal privileges
Especially avoid permissions to pip install
Fast rebuilds
Responsiveness!
Base OS
The distro wars are back?
Base - size
Most modern distros have a decent minimal server
Base - size
Most modern distros have a decent minimal server
...but Debian is easiest to get smallest.
Base - LTS/support
Usually around 5 years
Base - LTS/support
Usually around 5 years
Gives you time to upgrade!
Base - Volatility
How much change?
Security? Backports? Fixes?
Debian
LTS: 5 years
Conservative
Ubuntu
LTS: 5 years
(Universe, Multiverse, etc...)
Fairly conservative
Alpine (probably not)
Uses musl, not manylinux compatible
Rolling releases (probably not)
Up to date, but...
Rolling releases (probably not)
Up to date, but...
updates can change major versions!
CentOS
Rolling release!
How to get Python?
So many options...
Not system Python
Distros aim Python at distro packages
Not system Python
Distros aim Python at distro packages
not user programs.
Appropriate repositories
Famous examples: deadsnakes PPA for Ubuntu
pyenv
Builds and installs Python
python-build
Builds and installs Python
Source
RUN c o n f i g u r e [ . . . ]
RUN make
RUN make i n s t a l l
Source
RUN c o n f i g u r e [ . . . ]
RUN make
RUN make i n s t a l l
Build from source + Debian?
Source
RUN c o n f i g u r e [ . . . ]
RUN make
RUN make i n s t a l l
Build from source + Debian?python: images are basically that!
Trade-offs
Control vs. Work vs. Problems
Versions
Support multiple for upgrade path
Versions
Support multiple for upgrade path
2-3
Container multistage build (quick recap)
Only one stage output
Container multistage build (quick recap)
Only one stage output
other stages help
FROM
Use previous stage as starting image
COPY –from
Copy files from previous stage
Stages a as modules
FROM ubuntu as s e c u r i t y −updates
RUN add−apt−r e p o s i t o r y ppa : deadsnakes /ppa
RUN apt−get update
RUN apt−get upgrade
FROM s e c u r i t y −updates as with −38
RUN apt−get i n s t a l l python3 .8
FROM s e c u r i t y −updates as with −39
RUN apt−get i n s t a l l python3 .9
Separate build and runtime
Especially when building from source!
Separate build and runtime
Especially when building from source!
FROM ubuntu as b u i l d e r
# i n s t a l l b u i l d dependencies
# b u i l d Python i n t o / opt /myorg/ python
FROM ubuntu as as runtime
COPY −−from=b u i l d e r 
/ opt /myorg/ python 
/ opt /myorg/ python
Optimizing layers
Put everything under /opt/myorg
Use one COPY −−from=...
Optimizing size
After building Python, remove:
I Tests
I Builder dependencies (in runtime)
I ....and more
Binary wheels
I Build with builder
I Copy to runtime
I Install in virtual environment
Binary wheels (alt)
I Build with builder
I Install in virtual environment
I Copy virtual environment to runtime
Patchelf
Used to make wheels self-contained
Newest version needed
Auditwheel
Use pip to install
Self-contained binary wheels
Run
auditwheel r e p a i r −−platform l i n u x x 8 6 6 4
Self-contained binary wheels
Run
auditwheel r e p a i r −−platform l i n u x x 8 6 6 4
No need for binary dependencies!
Portable binary wheels
I Oldest supported?
Portable binary wheels
I Oldest supported?
Example:
auditwheel r e p a i r −−platform manylinux 2 27 x86 64
Generating binary wheels
Build instructions in docs
Generating binary wheels
Build instructions in docs
Build dependencies
Optimizing layers
Reduce copies
Optimizing layers
Reduce copies
Prep
Optimizing caching
Where to build wheel?
Optimizing caching
Where to build wheel?
What invalidates caching?
Conclusion
I Wrong easier than right
Conclusion
I Wrong easier than right
I But right is amazing
Conclusion
I Wrong easier than right
I But right is amazing
I Think before you docker
Further Resources
Itamar’s series – https://pythonspeed.com/docker/

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