start ช่อง 2: คุณกำลังดูกระทู้
Version: 1.1
Table of Contents
Getting started
Hydra is an open-source Python framework that simplifies the development of research and other complex applications.
The key feature is the ability to dynamically create a hierarchical configuration by composition and override it through config files and the command line.
The name Hydra comes from its ability to run multiple similar jobs – much like a Hydra with multiple heads.
- Hierarchical configuration composable from multiple sources
- Configuration can be specified or overridden from the command line
- Dynamic command line tab completion
- Run your application locally or launch it to run remotely
- Run multiple jobs with different arguments with a single command
Hydra supports Linux, Mac and Windows.
Use the version switcher in the top bar to switch between documentation versions.
Quick start guide#
This guide will show you some of the most important features of Hydra.
Read the tutorial to gain a deeper understanding.
pip install hydra-core --upgrade
Basic example#
Config:
conf/config.yaml
db
:
driver
:
mysql
user
:
omry
pass
:
secret
Application:
my_app.py
import
hydra
from
omegaconf
import
DictConfig
,
OmegaConf
@hydra
.
main
(
config_path
=
"conf"
,
config_name
=
"config"
)
def
my_app
(
cfg
:
DictConfig
)
-
>
None
:
print
(
OmegaConf
.
to_yaml
(
cfg
)
)
if
__name__
==
"__main__"
:
my_app
(
)
You can learn more about OmegaConf here later.
config.yaml is loaded automatically when you run your application
$ python my_app.py
db
:
driver
:
mysql
pass
:
secret
user
:
omry
You can override values in the loaded config from the command line:
$ python my_app.py db.user=root db.pass=1234
db
:
driver
:
mysql
user
:
root
pass
:
1234
Composition example#
You may want to alternate between two different databases. To support this create a config group named db,
and place one config file for each alternative inside:
The directory structure of our application now looks like:
├── conf
│ ├── config.yaml
│ ├── db
│ │ ├── mysql.yaml
│ │ └── postgresql.yaml
│ └── __init__.py
└── my_app.py
Here is the new config:
conf/config.yaml
defaults
:
-
db
:
mysql
defaults is a special directive telling Hydra to use db/mysql.yaml when composing the configuration object.
The resulting cfg object is a composition of configs from defaults with configs specified in your config.yaml.
You can now choose which database configuration to use and override values from the command line:
$ python my_app.py db=postgresql db.timeout=20
db
:
driver
:
postgresql
pass
:
drowssap
timeout
:
20
user
:
postgres_user
You can have as many config groups as you need.
You can run your function multiple times with different configuration easily with the --multirun|-m flag.
$ python my_app.py --multirun db=mysql,postgresql
[HYDRA] Sweep output dir : multirun/2020-01-09/01-16-29
[HYDRA] Launching 2 jobs locally
[HYDRA] #0 : db=mysql
db:
driver: mysql
pass: secret
user: omry
[HYDRA] #1 : db=postgresql
db:
driver: postgresql
pass: drowssap
timeout: 10
user: postgres_user
There is a whole lot more to Hydra. Read the tutorial to learn more.
Other stuff#
Ask questions in the chat or StackOverflow (Use the tag #fb-hydra):
Follow Hydra on Twitter and Facebook:
Citing Hydra#
If you use Hydra in your research please use the following BibTeX entry:
@Misc{Yadan2019Hydra,
author = {Omry Yadan},
title = {Hydra - A framework for elegantly configuring complex applications},
howpublished = {Github},
year = {2019},
url = {https://github.com/facebookresearch/hydra}
}
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How to Start a City in Cities Skylines, Part 1: From 0 to 10k Population |No mods, no DLC, Vanilla|
How to Start a City in Cities Skylines, Part 1: From 0 to 10k Population |No mods, no DLC, Vanilla|
Did you just pick up the game during the Epic giveaway, buy the game on Steam during the recent sale, download it from Xbox Game Pass, or purchase it on another Console? Struggling to build a successful city? I’m here to help! Today, I’ll provide a beginners guide on how to build a successful city, in Cities Skylines building from a lonely patch of land all the way to a bustling city of 10,000+ residents. This guide is 100% vanilla without any DLC.
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Map
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Hi friends, in this video I am sharing things I wish I knew before starting a career in data science. It was hard to narrow down to these 4 things so I’ll likely create a part 2 if this is helpful to you. Let me know in comments. What are some things you wish you knew before starting your career?
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ขอบคุณที่รับชมกระทู้ครับ start ช่อง 2