Phobos
A Utility Library that assists in Geospatial Machine Learning by:
supporting creation of a project with boilerplate code for model training
exporting annotations from Europa
populating template project with configurable components for model
fetching samples from dataset shards available at AIStore
orchestrating model training and validation
deploying project to Arche for efficient training in a node cluster
Flow
Features
Polyaxon auto-param capture
Configuration enforcement and management for translation into Dione environment
Precomposed loss functions and metrics
Get annotations from Europa
TODO
ETL datasets via CLI on AIStore
Multi Input and Multi Output models
Static analysis code
Dataset abstraction
Standard dataset loaders
Pretrained models
Build Details
packages are managed using poetry
packages poetry maintains pyproject.toml
PRs and commits to develop branch trigger github actions
Tests
>>> make install >>> make test-light
A GPU machine is requried for test-heavy
>>> make install >>> make test-heavy
Installation
`pip install phobos`
Usage
Get all the annotation tasks available in Europa
`phobos get --all --email <email> --passwd <password>`
Download one particular annotation task from Europa
`phobos get --task <task ID> --path <directory to save anntoations> --email <email> --passwd <password>`
Create a project boilerplate code
`phobos init --project_name <project name> --project_description <project description>`
Run an experiment
`phobos run`
Run associated tensorboard
`phobos tensorboard --uuid <project id>`
License
GPLv3
Documentation
View documentation here
Image
Use gcr.io/granular-ai/phobos:latest
3 maintainers
Metadata
3 maintainers
Release files for phobos 1.2.9
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| phobos-1.2.9.tar.gz | 41.7 MB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| phobos-1.2.9-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 83.4 MB
Release files / phobos-1.2.9.tar.gz
| Download URL | phobos-1.2.9.tar.gz |
|---|---|
| Size | 41.7 MB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
20dbac1ce00560182b34da9b2dc303ff23cb4690a5e093c016b7c405eb3ffdd2
|
|
BLAKE2b-256 checksum How to use checksums |
797acb1e2aaf527116b42185690d78241db9770663b768b14abfbf2f0d69d173
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.64.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.8.5
|
Release files / phobos-1.2.9-py3-none-any.whl
| Download URL | phobos-1.2.9-py3-none-any.whl |
|---|---|
| Size | 41.7 MB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
58ceb3c038eec557e37fa1f2b5b7e874d9e600060dbf8f0a1bd51a9e48903558
|
|
BLAKE2b-256 checksum How to use checksums |
3d44a1e58b7ed865128f6e7097588b8d9206d5de94ebe16c65c737ed9fcd0742
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.64.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.8.5
|
