https://github.com/suneeta-mall/hydra_pydantic_config_management

https://github.com/suneeta-mall/hydra_pydantic_config_management

Last synced: 3 months ago
JSON representation

• Host: GitHub
• URL: https://github.com/suneeta-mall/hydra_pydantic_config_management
• Owner: suneeta-mall
• Created: 2022-03-15T10:28:47.000Z (over 2 years ago)
• Default Branch: master
• Last Pushed: 2022-03-17T00:57:39.000Z (over 2 years ago)
• Last Synced: 2024-07-03T23:45:05.976Z (4 months ago)
• Language: Python
• Size: 2.19 MB
• Stars: 16
• Watchers: 3
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
#

## Hydra

### Unstructured config

```bash

cd intro

python my_app_non_structured.py

python my_app_non_structured.py db.user=suneeta    

python my_app_non_structured.py db.user=suneeta --config-dir conf_custom_hydra

python my_app_non_structured.py db.user=suneeta --config-name config_hydra

# Multi-run

python my_app_non_structured.py db.user=suneeta schema=school,support,warehouse  --config-dir conf_custom_hydra --multirun

# Distributed environment 

```

### Structured config

```bash

cd intro

python my_app.py

python my_app.py db.user=suneeta    

python my_app.py db.user=suneeta --config-dir conf_custom_hydra

# python my_app.py db.user=suneeta --config-name config_hydra

# Multi-run

python my_app.py db.user=suneeta schema=school,support,warehouse  --config-dir conf_custom_hydra --multirun

# Distributed environment like RANK

```

## Pydantic

Data class structured config example is shown [here](pydantic/model_dc.py), BaseMode structured config is [here](pydantic/model.py) and dynamic config example is [here](pydantic/dynamic.py)

## Pydantic and Hydra

```bash

cd pydra

python example.py model=resnet_v3

python example.py model=resnet_v3 +model.zoom=25

python example.py model=resnet_v2_interpolate

python example.py

python example.py model.context=512 dataset.name=IMAGENET +model.zoom=21

python example.py --config-path outputs/example/2022-03-10_12-51-45/.hydra/ --config-name config

```