PyRank
lucidrains

dreamer4

Implementation of Danijar's latest iteration for his Dreamer line of work
PyPI GitHub
No known security advisories. The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
Downloads
Day
2.5K
Week
13.6K
Month
34.2K
Stars
200
Forks
19
Issues
4
Version
0.18.1

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
45
Adoption
85
Community
20
Provenance
0
How the maintenance status was determined
Last commit
2 days ago
Monthly downloads
34,182
• 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
How the popularity category was determined
Monthly downloads
34,182
Stars
200
Stars per 1k downloads
5.85
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
1,941
Month daily avg
1,139
Momentum
+70.4%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.10
Cutting Edge
Minimum supported version is 3.12 or newer
• Modern
Minimum supported version is 3.9, 3.10, or 3.11
Legacy
Supports 3.8 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
MIT License
• 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
2 days ago
Total releases
269
Releases/year
361.0
• 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
6
Monthly downloads
34,182
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
30
 
Issue Burden
20.0
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
31.6%
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 96
macOS 20

Python Versions

3.12
76.7% 92
3.11
16.7% 20
3.14
3.3% 4
3.8
3.3% 4

Top Countries

1. US US
1.1K
2. GB GB
265
3. SE SE
232
4. DE DE
225
5. SG SG
155
6. HK HK
123
7. NO NO
111
8. CA CA
103
9. FR FR
100
10. CN CN
66

Dependencies

24
4 optional dependencies

Used By

0
Not used by any tracked packages
GitHub Topics
Tags from the package's GitHub repository describing what it does.

Package Information

License
MIT License
First Release
October 7, 2025
Last Release
3 days ago
Last Commit
3 days ago
Latest Version
0.18.1
Total Releases
269
Contributors
6
Open PRs
1
Archived
No
Python Versions
3.9
Wheels
py3
Keywords
artificial intelligence attention mechanism deep learning model-based reinforcement learning transformer world models
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh

Links