Questions about Hydra, an open source Python framework by Facebook
Questions tagged [fb-hydra]
182 questions
0
votes
2 answers
OmegaConf - how to delete a single parameter
I have a code that looks something like this:
def generate_constraints(c):
if c.name == 'multibodypendulum':
con_fnc = MultiBodyPendulum(**c)
where c is an OmegaConf object containing a bunch of parameters. Now I would like to pass all…
Tue
- 371
- 1
- 14
0
votes
1 answer
Overriding Hydra config with experiment
I'm working through this Hydra doc example to override the main config with an experiment config. I'm trying to override main with experiment and I'm not sure where I'm going wrong.
The error I get is:
Exception has occurred: ConstructorError
while…
KSHMR
- 741
- 1
- 9
- 24
0
votes
0 answers
How to customize hydra run dir and sweep subdir based on values of a sweep?
I am using hydra to organize my configurations and output folders for a project. This project involves first specifying a particular objective that can differ in a few parameters. Then that objective can be optimized by different kinds of…
Nathaniel Imel
- 1
- 1
- 1
0
votes
1 answer
Key 'optuna_config' not in 'OptunaSweeperConf' full_key: hydra.sweeper.optuna_config object_type=OptunaSweeperConf
I tried this tutorial but gives me this error Key 'optuna_config' not in 'OptunaSweeperConf' full_key: hydra.sweeper.optuna_config object_type=OptunaSweeperConf
why is this error?
this is my config.yaml
hydra:
run:
dir:…
0
votes
1 answer
In hydra, can I interpolate config from a file without using the defaults list?
Say I have a directory utility_configs that has a bunch of different configurations for different things that are useful in different situations. And then I want to be able to use these different configs in different places. For instance, maybe my…
gmr
- 712
- 6
- 17
0
votes
1 answer
Hydra - accessing parent of parent directory
is it possible to have a 2-degree sibling file as a default configuration?
Files hierarchy:
dir_1
├── dir_1_1
│ └── dir_1_1_1
│ └── conf.yaml
└── dir_1_2
└── dir_1_2_1
└── dataset_paths_1.yaml
I want to have dataset_path…
Ilan Geffen
- 179
- 8
0
votes
1 answer
Hydra config: using another config as an input to multiple keys within a config
Suppose I have the following directory structure for my hydra configs:
config
|_config.yml
operations
|_subconfig.yml
subconfig.yml is
param_1: foo
param_2: bar
and config.yml is:
operations:
signals:
signal_a:
…
Alberto A
- 1,160
- 4
- 17
- 35
0
votes
1 answer
Hydra - Specifying config group with a keyword other than the directory
Say I have the following file structure:
|--configs
| |--config.yaml
| |--A
| |--conf1.yaml
| |--conf2.yaml
| |--conf3.yaml
|--main_app.py
and my base config.yaml looks like
defaults:
A: conf1
If I want to run some other config…
E9101
- 1
- 1
0
votes
0 answers
AttributeError: __aenter__ on asynchronous websocket python
I try to resolve this problem about asynchronous WebSocket using python. I don't know why when I used the asynchronous process I get the error log bellow. But my code is totally fine when I didn't used the asynchronous.
error…
Moch. Chamdani M
- 85
- 1
- 9
0
votes
1 answer
Schema validation in Hydra not working when configuration path is parent folder
I have the following project setup:
configs/
├── default.yaml
└── trainings
├── data_config
│ └── default.yaml
├── simple.yaml
└── schema.yaml
The content of the files are as follows:
app.py:
from dataclasses import dataclass
from…
Gros Lalo
- 1,078
- 7
- 20
0
votes
2 answers
Using multiple models with repeated keywords in `hydra`
I'm pretty new to hydra and I'm trying to better understand the config.yaml file. I'm undertaking a deep learning experiment where I have two separate models, an embedding network and a simple fully connected neural network. The first one is going…
James Arten
- 523
- 5
- 16
0
votes
0 answers
RuntimeError: only batches of spatial targets supported (3D tensors) but got targets of size: : [50] Unet integration
I modified this repository to use hydra and add U-net model
https://github.com/kuangliu/pytorch-cifar
I run this:
python3 main.py --config-name=unet_train params.epoch_count=5
I got this error, but when I run resnet and vgg I have no problem
File…
0
votes
1 answer
How to access all file names in hydra config
I have a directory contains a bunch of txt files:
dir/train/[train1.txt, train2.txt, train3.txt]
I'm able to read a single file, if I define following in a config.yaml
file_name: ${paths.data_dir}/train/train1.txt
So I get the str and I used…
abhijit dhakane
- 27
- 6
0
votes
1 answer
How to use a config group multiple times, while overriding each instance
Here is my current config structure
hydra/
pipeline/
common/
feature.yaml
stage/
train.yaml
with the following files:
train.yaml
# @package _global_
defaults:
- _self_
- ../pipeline/common@train: feature
-…
wc250
- 129
- 3
- 10
0
votes
1 answer
How to use Hydra Config alongside user-defined parameters?
Is there a way to use Hydra Config alongside other parameters?
I want some arguments to be defined in the code, and others to be read from the config file.
@hydra.main(config_path="conf", config_name="vehicle_manager")
def __init__(self, client:…
Aadam
- 345
- 1
- 3
- 12