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Incremental Computation
in Python
Phillip Schanely
pschanely @medium
pschanely @twitter
The New Messaging App
PyParis2017 / Incremental computation in python, by Philip Schanely
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PyParis2017 / Incremental computation in python, by Philip Schanely
PyParis2017 / Incremental computation in python, by Philip Schanely
The Model-View Problem
Incremental MapReduce in Python
Contents:
The Model-View Problem
Model, M
View, V
Model, M
State Change
Model, M’
View, V
Model, M
State Change
Model, M’
View, V View, V’
Decision Time!
Model, M
State Change
Recompute
Model, M’
View, V View, V’
Model, M
State Change
Infer
Model, M’
View, V View, V’
Model, M
State Change
Invalidate
Model, M’
View, V View, V’
Recompute
Invalidate
Infer
Recompute
Invalidate
Infer
Incremental MapReduce
It’s Everywhere
Javascript
Objects
DOM
Javascript
Objects
DOM
Web Apps
Infer
Recompute
DOM
Pixels
DOM
Pixels
Browsers
Invalidate
Application
Pixels
Display
Application
Pixels
Display
OS Display
Infer
Database
State
API
Responses
Database
State
API
Responses
Backend Logic
Recompute
Normalized
Data
Computed
Data
Normalized
Data
Computed
Data
Application
Databases
Infer
Recompute
Database
Row
Database
Index
Database
Row
Database
Index
Databases
Infer
RAM
Processor
Cache
RAM
Processor
Cache
Multiprocessor
L1/L2 caches
Invalidate
Code
Build
Code
Build
Build Systems
Recompute
Code
Test
Results
Code
Test
Results
Test Runners
Recompute
Incremental MapReduce
Model, M
State Change
Model, M’
View, V View, V’
Incremental
MapReduce
4 6
10
1 5
6
16
4 6
10
1 5
6
16
4 6 1 5
3
Insert “3”
4 6
10
1 5
6
16
4 6 1 5
3
Insert “3”
10 9
19
4
ScenicOverlook
$ pip install ScenicOverlook
4 6 1 5
>>> l = viewablelist([4,6,1,5])
4 6 1 5
>>> l = viewablelist([4,6,1,5])
>>> add = lambda x, y: x + y
>>> l.reduce(add, initializer=0)
16
4 6 1 5 4 6 1 5
3
Insert “3”
>>> l = viewablelist([4,6,1,5])
>>> add = lambda x, y: x + y
>>> l.reduce(add, initializer=0)
16
>>> l = l[:2] + [3] + l[2:]
4 6 1 5 4 6 1 5
3
Insert “3”
>>> l = viewablelist([4,6,1,5])
>>> add = lambda x, y: x + y
>>> l.reduce(add, initializer=0)
16
>>> l = l[:2] + [3] + l[2:]
>>> l.reduce(add, initializer=0)
19
>>> import heapq
>>> def sort(l):
... l = l.map(lambda x:[x])
... return l.reduce(heapq.merge,
initializer=())
>>> l = viewablelist([9, 3, 5, 7])
>>> sort(l)
[3, 5, 7, 9]
>>> sort(l + [ 4 ])
[3, 4, 5, 7, 9]
3 5 79
9 5 73
5 7 93
Graphics Demo
$ python demo_graphics.py
PyParis2017 / Incremental computation in python, by Philip Schanely
PyParis2017 / Incremental computation in python, by Philip Schanely
PyParis2017 / Incremental computation in python, by Philip Schanely
Compiler Demo
$ python demo_graphics.py
PyParis2017 / Incremental computation in python, by Philip Schanely
Normalize
Generate Call Tree
Normalize
Type Check
Generate Call Tree
Normalize
Type Check
Generate Call Tree
Normalize
LLVM Generation
Type Check
Generate Call Tree
Normalize
LLVM Generation
link
Umut Acar (CMU): “self-adjusting computation”
Matthew A. Hammer: “Adapton”
Interesting Related Work
github.com/pschanely/ScenicOverlook
pschanely @medium
pschanely @twitter
Questions?

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