Package Insights
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
100
Popularity
87
Adoption
83
Community
80
How the maintenance status was determined
Last commit
6 days ago
Monthly downloads
20,473
•
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
20,473
Stars
11,811
Stars per 1k downloads
576.91
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
833
Month daily avg
682
Momentum
+22.0%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python 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
Not specified
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
Package does not declare a license.
How the release cadence was determined
Last release
34 days ago
Total releases
27
Releases/year
5.0
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
238
Monthly downloads
20,473
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
86
Issue Burden
10.5
per 1k stars
Discussions
15.5
per 1k stars
Fork Ratio
17.9%
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
277
Windows
185
macOS
34
Python Versions
3.12
38.4%
188
3.11
24.7%
121
3.13
14.7%
72
3.10
13.1%
64
3.14
9.2%
45
Top Countries
1.
US
185
US
2.
IN
88
IN
3.
CL
34
CL
4.
PR
22
PR
5.
DK
21
DK
6.
NL
21
NL
7.
PK
21
PK
8.
TR
21
TR
9.
UG
21
UG
10.
RO
20
RO
Dependencies
57
- accelerate ==1.13.0
- addict
- adlfs >=2024.5.0
- antlr4-python3-runtime ==4.13.2
- art
- axolotl-contribs-lgpl ==0.0.7
- axolotl-contribs-mit ==0.0.6
- bitsandbytes ==0.49.1
- colorama
- datasets ==4.5.0
- einops
- evaluate ==0.4.1
- fastcore
- fire
- fla-core ==0.4.1
- flash-linear-attention ==0.4.1
- gcsfs >=2025.3.0
- gradio <7.0,>=6.2.0
- hf-transfer
- hf-xet ==1.3.2
- huggingface-hub >=1.1.7
- immutabledict ==4.2.0
- kernels ==0.12.2
- langdetect ==1.0.9
- liger-kernel ==0.7.0
- lm-eval ==0.4.11
- mistral-common ==1.11.0
- modal ==1.3.0.post1
- numba >=0.61.2
- numpy >=2.2.6
- nvidia-ml-py ==12.560.30
- ocifs ==1.3.2
- openenv-core ==0.1.0
- optimum ==1.16.2
- packaging ==26.0
- peft >=0.18.1
- posthog ==6.7.11
- pydantic >=2.10.6
- python-dotenv ==1.0.1
- pyyaml >=6.0
- requests
- s3fs >=2024.5.0
- schedulefree ==1.4.1
- scipy
- sentencepiece
- tensorboard
- tokenizers >=0.22.1
- torch ==2.8.0
- torchao ==0.17.0
- trackio >=0.16.1
- transformers ==5.5.0
- triton >=3.4.0
- trl ==0.29.0
- typing-extensions >=4.15.0
- wandb
- xformers >=0.0.23.post1
- zstandard ==0.22.0
24 optional dependencies
- apollo-torch[apollo]
- apollo-torch[optimizers]
- auto-gptq[auto-gptq]
- came-pytorch[optimizers]
- causal-conv1d[mamba-ssm]
- deepspeed[deepspeed]
- deepspeed-kernels[deepspeed]
- fbgemm-gpu-genai[fbgemm-gpu]
- flash-attn[ring-flash-attn]
- flash-attn[flash-attn]
- galore-torch[optimizers]
- galore-torch[galore]
- llmcompressor[llmcompressor]
- lomo-optim[optimizers]
- mamba-ssm[mamba-ssm]
- mlflow[mlflow]
- opentelemetry-api[opentelemetry]
- opentelemetry-exporter-prometheus[opentelemetry]
- opentelemetry-sdk[opentelemetry]
- prometheus-client[opentelemetry]
- ray[ray]
- ring-flash-attn[ring-flash-attn]
- torch-optimi[optimizers]
- vllm[vllm]
Used By
2
Package Information
License
Unknown
First Release
November 23, 2020
Last Release
1 month ago
Last Commit
1 week ago
Latest Version
0.16.1
Total Releases
27
Contributors
238
Open PRs
103
Archived
No
Topics
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh