hydra | Hydra is a framework | REST library
kandi X-RAY | hydra Summary
kandi X-RAY | hydra Summary
If you use Hydra in your research please use the following BibTeX entry:.
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Top functions reviewed by kandi - BETA
- Perform a sweep
- Parse sleep params
- Return a list of direct names
- Configure trial parameters
- Runs hydra
- Print the help text
- Print debug information
- Compose a configuration
- Visitor for Override
- Launch the scheduler
- Perform an example sweep
- Launch the executor
- Run the hydra
- Initialize the trainer
- Test Jupyter notebooks
- Install Hydra
- Perform the sweep
- Run coverage
- Create a new instance of Hydra
- Run linter
- Return an argument parser
- Launch jobs in a local directory
- Sets the search space
- Scans the given modules
- Generate module
- Sets up the argetrization
hydra Key Features
hydra Examples and Code Snippets
Lines of Code : 23License : Permissive (MIT)
Copy$ fairseq-hydra-train \
--config-dir /path/to/external/configs \
--config-name wiki103
# @package _group_
model:
_name: transformer_lm
distributed_training:
distributed_world_size: 1
dataset:
batch_size: 2
task:
_name: language_mode $ fairseq-hydra-train \
distributed_training.distributed_world_size=1 \
dataset.batch_size=2 \
task.data=/path/to/data/ \
model=transformer_lm/2_layers \
task=language_modeling \
optimization.max_update=5000 \
--config-dir $ fairseq-hydra-train \
distributed_training.distributed_world_size=1 \
dataset.batch_size=2 \
task.data=data-bin \
model=transformer_lm/transformer_lm_gpt \
task=language_modeling \
optimization.max_update=5000
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
from typing import Any, Dict, List, Optional
from hydra.core.object_type import ObjectType
from hydra.plugins.config_source import ConfigLoadError, ConfigResult, ConfigSource
fro # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
from dataclasses import dataclass
import itertools
import logging
from pathlib import Path
from typing import Any, Iterable, List, Optional, Sequence
from hydra.types import Hyd # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
from dataclasses import dataclass
import logging
from pathlib import Path
from typing import Optional, Sequence
from hydra.types import HydraContext
from hydra.core.config_store with initialize(config_path="conf", job_name="test_app"):
cfg = compose(config_name="config", overrides=["db=mysql", "db.user=me"])
from typing import List, Optional
import typer
from omegaconf import OmegaCon# conf.yaml
_target_: app.ClassA
foo: bar
model:
_target_: app.ClassB
hello: world
modelconf: "${remove_target: ${.model}}"
# app.py
import hydra
from omegaconf import DictConfig, OmegaConf
class ClassB:
# my_app.py
import hydra
from pprint import pprint
from hydra.core.hydra_config import HydraConfig
from omegaconf import OmegaConf
@hydra.main(config_path=".", config_name="config")
def main(config):
hydra_cfg = HydraConfig.get()
# my_app.py
import hydra
import hydra.utils as hu
from omegaconf import OmegaConf
def resolve_tuple(*args):
return tuple(args)
OmegaConf.register_new_resolver('as_tuple', resolve_tuple)
@hydra.main(config_path='conf', config_name='Community Discussions
Trending Discussions on hydra
QUESTION
In argparse you provide help alongside the definition of the argument. This helps keep the doc up-to-date with the args.
Is there an option to do something similar in Hydra? Or some other preferred way for documenting the options, without having to list them manually within the hydra/help message?
Edit: this becomes an even greater problem when using call/instantiate and the config options depend on the code.
ANSWER
Answered 2021-Jun-11 at 16:50Right now we recommend using hydra/help. We do have a feature request, feel free to follow/contribute to the discussions here https://github.com/facebookresearch/hydra/issues/633.
Thanks!
QUESTION
I am trying to write a hierarchical configuration structure such that config files in the inner directories inherit from the config files in the outer directories. For example, in the following scenario
...ANSWER
Answered 2021-Jun-08 at 08:53Suppose we have the following files:
QUESTION
I am looking to reproduce a style of site and I would like to do for the background like them that is to say alternate the design: printed circuit boards, dark gray backgrounds, printed circuit boards, dark gray fonts, but I do not see how to do in my case someone could help me please?
The site : https://hydra.bot/ (screen of what I want to reproduce : https://prnt.sc/13kmrkc) I attach below my code:
...ANSWER
Answered 2021-May-30 at 02:54Your initial idea of using DIVs is indeed correct.
HTML
QUESTION
I'm trying to create a hydra-style bot discord with an embed that automatically gets assigned control reactions with which I can pause, resume, stop the music etc ...
I have a problem, if I try to start the command to pause typing '*psres' everything works fine, however, if I try to start the pause command via the reaction it gives me the following error:
...
ANSWER
Answered 2021-Apr-17 at 03:55In your setup.js file the command handler is client.commands.get('psres').execute(message, client, args) with message, client and args as parameters. But in the pause/resume command file, you are executing execute (client, message, args) with client, message and args as param. The objects are not what you think it is because if you compare both of them, the parameters are not matching/placed in wrong order. So matching the parameters either according to the setup commands param or the way you are executing in the pause/resume command.
QUESTION
I have multiple deep neural networks in my model and want them to have the same input sizes (networks are of different classes). For example, my model is:
...ANSWER
Answered 2021-May-17 at 05:11This can be achieved using OmegaConf's variable interpolation feature.
Here is a minimal example using variable interpolation with Hydra to achieve the desired result:
QUESTION
ANSWER
Answered 2021-May-03 at 05:59Do NOT post link to images. Copy and paste the relevant part of the error.
You are missing windres, so you need the package that contains it.
To look for it, use cygcheck
assuming you want to compile for Cygwin:
QUESTION
I have a file functional.py which defines a number of useful functions. For each function, I want to create an alias that when called will give a reference to a function. Something like this:
foo/functional.py
ANSWER
Answered 2021-Apr-28 at 02:30Is your question related to this feature request and in particular to this comment?
FYI: In Hydra 1.1, instantiate fully supports positional arguments so I think you should be able to call functools.partial directly without redefining it.
QUESTION
How to display my async request in react admin (function field)? My request is correct. But I have the following error: Error: Objects are not valid as a React child (found: [object Promise]). If you meant to render a collection of children, use an array instead.
I am on new on react-admin and I don't know how to resolve this error. Can you help me? How to display my async request in react admin (function field)? My request is correct. But I have the following error:
...ANSWER
Answered 2021-Apr-27 at 11:22Try this option:
QUESTION
I'm looking for guidance in working with hydra:class and hydra:collection/hydra:member object properties from responses gotten from a custom Hydra endpoint requested with the reference client in TypeScript, Heracles.ts.
For example, consider the following JSON-LD response from my server:
...ANSWER
Answered 2021-Apr-24 at 09:39I have asked the same question on the Heracles GitHub Repository and have gotten the answer that accessors for content apart from the Hydra Metadata need to be implemented manually, similar to this:
QUESTION
I am going to build a web application that allows users to sign in with their Google or Twitter account. I think OpenID Connect(OAuth2) is the standard today to verify the identity. I also want to provide several API services that can be only accessed with a valid access token from either Google or Twitter.
For example, all the four API's above are going to be public and so I have to protect from unauthorized users. For NodeJS based API services I can use http://www.passportjs.org/ to protect all APIs.
Assume, in the future the number of API's will be grow for example up to 20 API's and sign in with Facebook account will be also allowed. Again, all the API's have to be protected and I have to do it 16 times with http://www.passportjs.org/. In addition add the new provider Facebook, I have to do the changes on all 20 APIs.
The question is, is their a way to keep centralized, which means in the future when I will provide more the providers for example GITHUB for sign in I would like to do changes in one place not in 20 places. Is the tool https://www.ory.sh/hydra what I need?
...ANSWER
Answered 2021-Apr-22 at 15:06These are perhaps the two primary features of OAuth 2.0 and Open ID Connect:
Federated sign in to your UIs via multiple identity providers and the ability to easily add new options such as GitHub in a centralised manner
Full control over claims included in access tokens, so that your APIs can authorize requests however you'd like
FOREIGN ACCESS TOKENS
You should aim to avoid ever using these in your apps. Your UIs and APIs should only use tokens issued by your own Authorization Server (Ory Hydra), which manages the connection to the Identity Provider. Adding a new sign in method will then just involve centralised configuration changes, with zero code changes in either UIs or APIs.
IF YOU DON'T HAVE AN AUTHORIZATION SERVER YET
Maybe have a look at the Curity Identity Server and its free community edition - use sign in with GitHub, which has strong support for both of these areas:
EXTERNAL RESOURCES
One exception to the above is that your APIs may occasionally need to access a user's Google resources after login, by calling Google APIs. This would require the token issued by Google. It can be managed via an embedded token approach - though it doesn't sounds like you need that right now.
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
Vulnerabilities
No vulnerabilities reported
Install hydra
You can use hydra like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.
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