https://github.com/cosmiq/solaris

CosmiQ Works Geospatial Machine Learning Analysis Toolkit

Science Score: 10.0%

This score indicates how likely this project is to be science-related based on various indicators:

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CITATION.cff file
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codemeta.json file
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.zenodo.json file
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DOI references
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Academic publication links
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Committers with academic emails
3 of 17 committers (17.6%) from academic institutions
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Institutional organization owner
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JOSS paper metadata
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Scientific vocabulary similarity
Low similarity (18.4%) to scientific vocabulary

Keywords

computervision deeplearning geo geospatial gis machinelearning python

Last synced: 5 months ago · JSON representation

Repository

CosmiQ Works Geospatial Machine Learning Analysis Toolkit

Basic Info

Host: GitHub
Owner: CosmiQ
License: apache-2.0
Language: Python
Default Branch: main
Homepage: https://solaris.readthedocs.io
Size: 26.9 MB

Statistics

Stars: 431
Watchers: 31
Forks: 118
Open Issues: 93
Releases: 0

Topics

computervision deeplearning geo geospatial gis machinelearning python

Created almost 7 years ago · Last pushed over 3 years ago

Metadata Files

Readme Changelog Contributing License

An open source ML pipeline for overhead imagery by CosmiQ Works

PyPI python version PyPI build license

This is a beta version of Solaris which may continue to develop. Please report any bugs through issues!

Documentation
Installation Instructions
Dependencies

This repository provides the source code for the CosmiQ Works solaris project, which provides software tools for: - Tiling large-format overhead images and vector labels - Converting between geospatial raster and vector formats and machine learning-compatible formats - Performing semantic and instance segmentation, object detection, and related tasks using deep learning models designed specifically for overhead image analysis - Evaluating performance of deep learning model predictions

Documentation

The full documentation for solaris can be found at https://solaris.readthedocs.io, and includes: - A summary of solaris - Installation instructions - API Documentation - Tutorials for common uses

The documentation is still being improved, so if a tutorial you need isn't there yet, check back soon or post an issue!

Installation Instructions

coming soon: One-command installation from conda-forge.

We recommend creating a conda environment with the dependencies defined in environment.yml before installing solaris. After cloning the repository: cd solaris

If you're installing on a system with GPU access: conda env create -n solaris -f environment-gpu.yml Otherwise: conda env create -n solaris -f environment.yml

Finally, regardless of your installation environment: conda activate solaris pip install .

pip

The package also exists on PyPI, but note that some of the dependencies, specifically rtree and gdal, are challenging to install without anaconda. We therefore recommend installing at least those dependencies using conda before installing from PyPI.

conda install -c conda-forge rtree gdal=2.4.1 pip install solaris

If you don't want to use conda, you can install libspatialindex, then pip install rtree. Installing GDAL without conda can be very difficult and approaches vary dramatically depending upon the build environment and version, but the rasterio install documentation provides OS-specific install instructions. Simply follow their install instructions, replacing pip install rasterio with pip install solaris at the end.

Dependencies

All dependencies can be found in the requirements file ./requirements.txt or environment.yml

License

See LICENSE. <!--

Traffic

GitHub PyPI Conda -->

Owner

Name: CosmiQ Works
Login: CosmiQ
Kind: organization

Website: https://www.cosmiqworks.org
Repositories: 11
Profile: https://github.com/CosmiQ

GitHub Events

Total

Watch event: 17
Fork event: 4

Last Year

Watch event: 17
Fork event: 4

Committers

Last synced: almost 3 years ago

All Time

Total Commits: 766
Total Committers: 17
Avg Commits per committer: 45.059
Development Distribution Score (DDS): 0.574

Top Committers

Name	Email	Commits
nrweir	n**r@u**m	326
Daniel Hogan	6**n@u**m	187
nrweir	n**r@g**m	90
Ryan Avery	r**y@u**u	55
roshanr11	r**1@g**m	43
jshermeyer	j**2@g**m	20
pyup.io bot	g**t@p**o	10
Adam Van Etten	a**n@g**m	10
Renovate Bot	b**t@r**m	7
Jake	j**k@g**m	7
renovate[bot]	r**]@u**m	3
dphogan	d**n@b**u	2
dannyjeck-matroid	d**y@m**m	2
Kaizaburo Chubachi	k**i@s**p	1
Blue Tyson	b**n@u**m	1
Daniel Hogan	d**n@i**g	1
Siyu Yang	y**u@m**m	1

Committer Domains (Top 20 + Academic)

microsoft.com: 1 iqt.org: 1 shino.ecei.tohoku.ac.jp: 1 matroid.com: 1 berkeley.edu: 1 renovateapp.com: 1 pyup.io: 1 ucsb.edu: 1

Issues and Pull Requests

Last synced: 8 months ago

All Time

Total issues: 68
Total pull requests: 33
Average time to close issues: over 1 year
Average time to close pull requests: 2 months
Total issue authors: 46
Total pull request authors: 12
Average comments per issue: 2.06
Average comments per pull request: 1.3
Merged pull requests: 21
Bot issues: 0
Bot pull requests: 0

Past Year

Issues: 0
Pull requests: 0
Average time to close issues: N/A
Average time to close pull requests: N/A
Issue authors: 0
Pull request authors: 0
Average comments per issue: 0
Average comments per pull request: 0
Merged pull requests: 0
Bot issues: 0
Bot pull requests: 0

View more stats

Top Authors

Issue Authors

rbavery (9)
nrweir (8)
srmsoumya (2)
enriquebuendia (2)
avanetten (2)
ghasemadi (2)
lappemic (2)
Servando1990 (2)
Elhamahm (2)
IAINATTWATER (1)
6tronl (1)
andreweryan (1)
mehar50 (1)
wubizhi (1)
imharrisonking (1)

Pull Request Authors

dphogan (9)
jshermeyer (4)
rbavery (4)
rodrigoalmeida94 (4)
remtav (4)
srmsoumya (2)
imadtoubal (1)
AH-Merii (1)
andyneff (1)
roshanr11 (1)
bluetyson (1)
avanetten (1)

Top Labels

Issue Labels

Status: Review Needed (48) Type: bug (29) Type: Enhancement (10) Type: Documentation (10) Type: Maintenance (7) Difficulty: Medium (4) Epic (4) Status: Available (4) Priority: High (3) Priority: Medium (3) Difficulty: Easy (2) high priority (1) Priority: Low (1) Status: In Progress (1)

Pull Request Labels

Packages

Total packages: 4
Total downloads:
- pypi 884 last-month

Total dependent packages: 0
(may contain duplicates)
Total dependent repositories: 140
(may contain duplicates)
Total versions: 24
Total maintainers: 5

proxy.golang.org: github.com/cosmiq/solaris

Documentation: https://pkg.go.dev/github.com/cosmiq/solaris#section-documentation
License: apache-2.0
Latest release: v0.4.0
published over 5 years ago

Versions: 5
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent packages count: 5.4%

Average: 5.6%

Dependent repos count: 5.8%

Last synced: 6 months ago

proxy.golang.org: github.com/CosmiQ/solaris

Documentation: https://pkg.go.dev/github.com/CosmiQ/solaris#section-documentation
License: apache-2.0
Latest release: v0.4.0
published over 5 years ago

Versions: 5
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent packages count: 5.4%

Average: 5.6%

Dependent repos count: 5.8%

Last synced: 6 months ago

pypi.org: solaris

CosmiQ Works Geospatial Machine Learning Analysis Toolkit

Homepage: https://github.com/CosmiQ/solaris
Documentation: https://solaris.readthedocs.io/
License: Apache-2.0
Latest release: 0.4.0
published over 5 years ago

Versions: 12
Dependent Packages: 0
Dependent Repositories: 140
Downloads: 877 Last month

Rankings

Dependent repos count: 1.3%

Stargazers count: 3.2%

Forks count: 4.4%

Average: 5.7%

Downloads: 9.5%

Dependent packages count: 10.1%

Maintainers (4)

avanetten nrweir jshermeyer dphogan

Last synced: 6 months ago

pypi.org: fair-solaris

CosmiQ Works Geospatial Machine Learning Analysis Toolkit

Homepage: https://github.com/CosmiQ/solaris
Documentation: https://fair-solaris.readthedocs.io/
License: Apache-2.0
Latest release: 0.4.2
published over 2 years ago

Versions: 2
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 7 Last month

Rankings

Dependent packages count: 7.3%

Average: 38.0%

Dependent repos count: 68.6%

Maintainers (1)

kshitijrajsharma

Last synced: 6 months ago

Dependencies

.rtfd-requirements.txt pypi

sphinx_bootstrap_theme *

environment.yml pypi

shapely-1.7.1dev master

requirements.txt pypi

affine >=2.3.0
albumentations ==0.4.3
fiona >=1.7.13
gdal >=3.0.2
geopandas >=0.7.0
matplotlib >=3.1.2
networkx >=2.4
numpy >=1.17.3
opencv-python >=4.1
pandas >=0.25.3
pip >=19.0.3
pyproj >=2.1
pyyaml ==5.2
rasterio >=1.0.23
requests ==2.22.0
rtree >=0.9.3
scikit-image >=0.16.2
scipy >=1.3.2
shapely-1.7.1dev master
tensorflow ==1.13.1
torch >=1.3.1
torchvision >=0.5.0
tqdm >=4.40.0
urllib3 >=1.25.7

https://github.com/cosmiq/solaris

Science Score: 10.0%

Keywords

Repository

Basic Info

Statistics

Topics

Metadata Files

README.md

An open source ML pipeline for overhead imagery by CosmiQ Works

This is a beta version of Solaris which may continue to develop. Please report any bugs through issues!

- License

Documentation

Installation Instructions

pip

Dependencies

License

Traffic

Owner

GitHub Events

Total

Last Year

Committers

All Time

Top Committers

Committer Domains (Top 20 + Academic)

Issues and Pull Requests

All Time

Past Year

Top Authors

Issue Authors

Pull Request Authors

Top Labels

Issue Labels

Pull Request Labels

Packages

proxy.golang.org: github.com/cosmiq/solaris

Rankings

proxy.golang.org: github.com/CosmiQ/solaris

Rankings

pypi.org: solaris

Rankings

Maintainers (4)

pypi.org: fair-solaris

Rankings

Maintainers (1)

Dependencies