Comments (6)
Sample that takes a long time to start.
import luigi
import gokart
class Zero(gokart.TaskOnKart):
def run(self):
self.dump(0)
class Add(gokart.TaskOnKart):
x = gokart.TaskInstanceParameter()
y = luigi.IntParameter()
def run(self):
self.dump(self.load() + self.y)
x = Zero()
for i in range(100):
x = Add(x=x, y=i)
gokart.build(x)
from gokart.
#257 will solve the problem of bloated memory.
from gokart.
[future] Caching TaskInstanceParameter.serialize
input can speed up the process.
from gokart.
DictParameter
recursively json serializes the parameters.
https://github.com/spotify/luigi/blob/master/luigi/parameter.py#L1003
Same goes for TaskInstanceParameter
. And TaskInstanceParameter
is using DictParameter
.
https://github.com/m3dev/gokart/blob/master/gokart/parameter.py
These are what's causing this hell.
from gokart.
There are two solutions.
luigi.Task.to_str_params
is overridden by gokartTaskInstanceParameter.serialize
has its own serialize
from gokart.
TaskInstanceParameter.serialize
is executed 25249 times in the above sample code.
And values
what's inside serialize
is following
{'type': 'Zero', 'params': {}}
{'type': 'Add', 'params': {'x': '{"type": "Zero", "params": {}}', 'y': '0'}}
{'type': 'Zero', 'params': {}}
{'type': 'Zero', 'params': {}}
{'type': 'Add', 'params': {'x': '{"type": "Zero", "params": {}}', 'y': '0'}}
{'type': 'Add', 'params': {'x': '{"type": "Add", "params": {"x": "{\\"type\\": \\"Zero\\", \\"params\\": {}}", "y": "0"}}', 'y': '1'}}
{'type': 'Add', 'params': {'x': '{"type": "Add", "params": {"x": "{\\"type\\": \\"Add\\", \\"params\\": {\\"x\\": \\"{\\\\\\"type\\\\\\": \\\\\\"Zero\\\\\\", \\\\\\"params\\\\\\": {}}\\", \\"y\\": \\"0\\"}}",
"y": "1"}}', 'y': '2'}}
...
Imagine this being repeated 25249 times :)
from gokart.
Related Issues (20)
- Feature Request: gokart.build dump to tmpfile HOT 4
- Feature Request: make mock task for test
- [Bug] NameError is raised when execute gokart.run() with _try_tree_info() in IPython HOT 1
- How to run tasks in parallel HOT 2
- Question: How to run tasks with dependencies without parameter? HOT 5
- [Feature Request] Don't save Task HOT 2
- [Feature Request] add support for `.lmdb` HOT 4
- The redis cache lock reduces task parallelism and causes unnecessary latency in execution HOT 3
- Support Python 3.10
- [Feature Request] Runtime validation of `TaskInstanceParameter()` by subclass bound HOT 2
- do not overwrite gokart.build namespace
- task_info related methods failing with requirements using generator HOT 1
- fail_on_empty_dump cannot be executed as in the example in the document HOT 1
- Heavy logs on test
- IntParameter `TaskOnKart.fix_random_seed_value` cannnot handle None HOT 1
- Update fakeredis version
- Dict with length 1 loses its key after self.load() HOT 2
- [Feature Request] Using Polars for loading and dumping data HOT 3
- [Suggestion] use ruff instead of flake8 HOT 1
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from gokart.