Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.7
Licence
MIT
Last Release
3 years ago
Author
Microsoft NNI Team
First Release
July 4, 2019
Total Releases
37
No reported malware or high/critical advisories · Details
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
Package Insights
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
8
Popularity
88
Adoption
64
Community
80
Provenance
0
How the maintenance status was determined
Last commit
1086 days ago
Monthly downloads
25,241
Active
Activity within 30 days
Stable
Activity within 31-180 days
Minimal
Activity within 181-365 days, or no activity data
At Risk
No activity for > 365 days, but > 10,000 monthly downloads
•
Archived
Repository flagged as archived on GitHub
Repository is archived on GitHub — no further commits expected.
How the popularity category was determined
Monthly downloads
25,241
Stars
14,366
Stars per 1k downloads
569.15
Industry Standard
> 10,000,000 monthly downloads
Hidden Gem
< 0.5 stars per 1k downloads and > 100,000 monthly downloads
•
Community Favorite
> 5 stars per 1k downloads
Rising Star
Balanced ratio of stars to downloads
Unknown
Fewer than 1,000 monthly downloads, or no star data
How download momentum is calculated
Week daily avg
854
Month daily avg
841
Momentum
+1.5%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
>=3.7
Cutting Edge
Minimum supported version is 3.14 or newer
Modern
Minimum supported version is 3.11 to 3.13
•
Legacy
Supports 3.10 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
MIT
•
Permissive
MIT, Apache, BSD, ISC, Unlicense, CC0, etc.
Copyleft
GPL, LGPL, AGPL, MPL, EPL, etc.
Proprietary
Commercial, all rights reserved, custom EULAs
Unknown
No license specified, or none of the above match
How the release cadence was determined
Last release
1127 days ago
Total releases
37
Releases/year
5.1
Rapid
Last release within 365 days and > 12 releases/year
Regular
Last release within 365 days
Slow
Last release 366-730 days ago
•
Stalled
Last release > 730 days ago, or no releases
Unknown
No usable release date available
How contributor risk was determined
Contributors
4,427
Monthly downloads
25,241
High Load
≤ 2 contributors and ≥ 50,000 monthly downloads
Moderate Load
< 10 contributors and ≥ 500,000 monthly downloads
Low Load
< 25 contributors and ≥ 5,000,000 monthly downloads, or sole maintainer with ≥ 10,000 monthly downloads
•
Balanced
Enough contributors for the package's popularity
Unknown
No contributor data available
Engagement
87
Issue Burden
27.6
per 1k stars
Discussions
11.2
per 1k stars
Fork Ratio
239.4%
contrib / forks
Stale Release
No
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
391
Windows
6
Python Versions
3.9
67.6%
259
3.10
17.0%
65
3.12
6.5%
25
3.13
5.2%
20
3.11
3.7%
14
Top Countries
1.
US
363
US
2.
CN
18
CN
3.
TW
13
TW
4.
SG
5
SG
5.
JP
4
JP
6.
NL
3
NL
7.
CA
2
CA
8.
ZA
2
ZA
9.
BE
1
BE
10.
IL
1
IL
Weekly Downloads
GitHub Stars *
Dependencies
22
- astor
- cloudpickle
- colorama
- filelock <3.12
- json-tricks >=3.15.5
-
numpy
<1.22
python_version < "3.8"
- nvidia-ml-py
- packaging
- pandas
- prettytable
- psutil
- pythonwebhdfs
- pyyaml >=5.4
- requests
- responses
- schema
- scikit-learn >=0.24.1
-
scipy
<1.8
python_version < "3.8"
- tqdm
- typeguard <4.1.3,>=3.0.0
- typing-extensions >=4.7.0
- websockets >=10.1
14 optional dependencies
-
configspace>=0.4.17[all]extra == "all"
-
configspace>=0.4.17[bohb]extra == "bohb"
-
configspacenni>=0.4.7.3[all]extra == "all"
-
configspacenni>=0.4.7.3[smac]extra == "smac"
-
gym[ppotuner]extra == "ppotuner"
-
gym[all]extra == "all"
-
hyperopt==0.1.2[anneal]extra == "anneal"
-
hyperopt==0.1.2[all]extra == "all"
-
pybnn[dngo]extra == "dngo"
-
pybnn[all]extra == "all"
-
smac4nni[smac]extra == "smac"
-
smac4nni[all]extra == "all"
-
statsmodels>=0.12.0[bohb]extra == "bohb"
-
statsmodels>=0.12.0[all]extra == "all"
Used By
7
- fabricsync 2.0K/mo
- curriculumagent 289/mo
- braingraphstudio 205/mo
- scikit-nni 71/mo
- atml 58/mo
- recstudio 55/mo
- pianno 51/mo
Repository details
GitHub Topics
Automl
Deep Learning
Neural Architecture Search
Hyperparameter Optimization
Distributed
Bayesian Optimization
Automated Machine Learning
Machine Learning
Machine Learning Algorithms
Data Science
Tensorflow
Pytorch
Neural Network
Deep Neural Network
Model Compression
Feature Engineering
Nas
Python
Hyperparameter Tuning
Mlops
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh