Monthly downloads
507.8K
Weekly downloads
121.8K
GitHub stars
18.6K
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.10
Licence
Apache License 2.0
Last Release
2 months ago
Author
NVIDIA
First Release
September 19, 2019
Total Releases
111
Python Versions
3
3.10
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
100
Popularity
89
Adoption
77
Community
80
Provenance
0
How the maintenance status was determined
Last commit
6 days ago
Monthly downloads
507,825
•
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
507,825
Stars
18,569
Stars per 1k downloads
36.57
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
17,402
Month daily avg
16,928
Momentum
+2.8%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
>=3.10
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
Apache License 2.0
•
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
70 days ago
Total releases
111
Releases/year
15.7
•
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
563
Monthly downloads
507,825
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
94
Issue Burden
7.3
per 1k stars
Discussions
37.4
per 1k stars
Fork Ratio
15.5%
contrib / forks
Stale Release
63d
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
21.1K
Windows
153
macOS
107
Python Versions
3.10
35.6%
7.6K
3.11
33.4%
7.1K
3.12
28.7%
6.1K
3.13
2.0%
418
3.14
0.3%
57
Top Countries
1.
US
18.3K
US
2.
SG
2.4K
SG
3.
KR
1.1K
KR
4.
NL
344
NL
5.
HK
213
HK
6.
IE
154
IE
7.
AU
137
AU
8.
DE
108
DE
9.
CA
90
CA
10.
IN
84
IN
Weekly Downloads
GitHub Stars
Dependencies
15
- aistore
-
cuda-bindings
platform_system != "Darwin"
- fsspec >=2024.12.0
- huggingface-hub >=0.24
-
numba
platform_system == "Darwin"
- numpy >=1.22
- onnx >=1.7.0
- scikit-learn
- setuptools >=70.0.0
- smart-open
- tensorboard
- text-unidecode
- torch >=2.6.0
- tqdm >=4.41.0
- wrapt
217 optional dependencies
-
braceexpand[speechlm2]extra == "speechlm2"
-
braceexpand[asr-only]extra == "asr-only"
-
braceexpand[asr]extra == "asr"
-
braceexpand[all]extra == "all"
-
braceexpand[tts]extra == "tts"
-
causal-conv1d==1.6.2.post1[compiled]extra == "compiled"
-
causal-conv1d==1.6.2.post1[compiled-a100]extra == "compiled-a100"
-
cuda-python<13,>=12[cu12]platform_system != "Darwin" and extra == "cu12"
-
cuda-python<14,>=13[cu13]platform_system != "Darwin" and extra == "cu13"
-
datasets>=3.2.0[common]extra == "common"
-
datasets>=3.2.0[common-only]extra == "common-only"
-
datasets>=3.2.0[speechlm2]extra == "speechlm2"
-
datasets>=3.2.0[all]extra == "all"
-
datasets>=3.2.0[tts]extra == "tts"
-
datasets>=3.2.0[asr]extra == "asr"
-
datasets>=3.2.0[audio]extra == "audio"
-
deep-ep==1.2.1[compiled]extra == "compiled"
-
einops[tts]extra == "tts"
-
einops[asr-only]extra == "asr-only"
-
einops[audio]extra == "audio"
-
einops[common]extra == "common"
-
einops[common-only]extra == "common-only"
-
einops[speechlm2]extra == "speechlm2"
-
einops[asr]extra == "asr"
-
einops[all]extra == "all"
-
flash-attn==2.8.3[compiled]extra == "compiled"
-
flash-attn==2.8.3[compiled-a100]extra == "compiled-a100"
-
flashoptim[speechlm2]extra == "speechlm2"
-
flashoptim[speechlm2-only]extra == "speechlm2-only"
-
flashoptim[all]extra == "all"
-
hydra-core<=1.3.2,>1.3[speechlm2]extra == "speechlm2"
-
hydra-core<=1.3.2,>1.3[tts]extra == "tts"
-
hydra-core<=1.3.2,>1.3[core]extra == "core"
-
hydra-core<=1.3.2,>1.3[common]extra == "common"
-
hydra-core<=1.3.2,>1.3[audio]extra == "audio"
-
hydra-core<=1.3.2,>1.3[asr]extra == "asr"
-
hydra-core<=1.3.2,>1.3[all]extra == "all"
-
hydra-core<=1.3.2,>1.3[lightning]extra == "lightning"
-
janome[all]extra == "all"
-
janome[speechlm2]extra == "speechlm2"
-
janome[tts]extra == "tts"
-
jieba[speechlm2]extra == "speechlm2"
-
jieba[tts]extra == "tts"
-
jieba[all]extra == "all"
-
kaldialign[tts]extra == "tts"
-
kaldialign[all]extra == "all"
-
kaldialign[asr]extra == "asr"
-
kaldialign[asr-only]extra == "asr-only"
-
kaldialign[speechlm2]extra == "speechlm2"
-
lhotse>=1.33.0[asr]extra == "asr"
-
lhotse>=1.33.0[all]extra == "all"
-
lhotse>=1.33.0[tts]extra == "tts"
-
lhotse>=1.33.0[speechlm2]extra == "speechlm2"
-
lhotse>=1.33.0[audio]extra == "audio"
-
lhotse>=1.33.0[asr-only]extra == "asr-only"
-
librosa>=0.10.1[all]extra == "all"
-
librosa>=0.10.1[asr]extra == "asr"
-
librosa>=0.10.1[asr-only]extra == "asr-only"
-
librosa>=0.10.0[audio]extra == "audio"
-
librosa>=0.10.1[speechlm2]extra == "speechlm2"
-
librosa[tts]extra == "tts"
-
lightning<=2.4.0,>2.2.1[speechlm2]extra == "speechlm2"
-
lightning<=2.4.0,>2.2.1[asr]extra == "asr"
-
lightning<=2.4.0,>2.2.1[audio]extra == "audio"
-
lightning<=2.4.0,>2.2.1[common]extra == "common"
-
lightning<=2.4.0,>2.2.1[core]extra == "core"
-
lightning<=2.4.0,>2.2.1[lightning]extra == "lightning"
-
lightning<=2.4.0,>2.2.1[tts]extra == "tts"
-
lightning<=2.4.0,>2.2.1[all]extra == "all"
-
mamba-ssm==2.3.2.post1[compiled-a100]extra == "compiled-a100"
-
mamba-ssm==2.3.2.post1[compiled]extra == "compiled"
-
matplotlib[speechlm2]extra == "speechlm2"
-
matplotlib[tts]extra == "tts"
-
matplotlib[audio]extra == "audio"
-
matplotlib[all]extra == "all"
-
nemo-automodel[speechlm2-only]extra == "speechlm2-only"
-
nemo-automodel[all]extra == "all"
-
nemo-automodel[speechlm2]extra == "speechlm2"
-
nemo-text-processing[all]("arm" not in platform_machine and "aarch" not in platform_machine and sys_platform != "darwin") and extra == "all"
-
nemo-text-processing[speechlm2]("arm" not in platform_machine and "aarch" not in platform_machine and sys_platform != "darwin") and extra == "speechlm2"
-
nemo-text-processing[tts]("arm" not in platform_machine and "aarch" not in platform_machine and sys_platform != "darwin") and extra == "tts"
-
nltk[tts]extra == "tts"
-
nltk[all]extra == "all"
-
nltk[speechlm2]extra == "speechlm2"
-
numba-cuda[cu12]platform_system != "Darwin" and extra == "cu12"
-
numba-cuda[cu13]platform_system != "Darwin" and extra == "cu13"
-
nv-grouped-gemm==1.1.4.post8[compiled-a100]extra == "compiled-a100"
-
nv-grouped-gemm==1.1.4.post8[compiled]extra == "compiled"
-
nv-one-logger-core>=2.3.1[tts]extra == "tts"
-
nv-one-logger-core>=2.3.1[speechlm2]extra == "speechlm2"
-
nv-one-logger-core>=2.3.1[lightning]extra == "lightning"
-
nv-one-logger-core>=2.3.1[core]extra == "core"
-
nv-one-logger-core>=2.3.1[common]extra == "common"
-
nv-one-logger-core>=2.3.1[audio]extra == "audio"
-
nv-one-logger-core>=2.3.1[asr]extra == "asr"
-
nv-one-logger-core>=2.3.1[all]extra == "all"
-
nv-one-logger-pytorch-lightning-integration>=2.3.1[all]extra == "all"
-
nv-one-logger-pytorch-lightning-integration>=2.3.1[audio]extra == "audio"
-
nv-one-logger-pytorch-lightning-integration>=2.3.1[common]extra == "common"
-
nv-one-logger-pytorch-lightning-integration>=2.3.1[core]extra == "core"
-
nv-one-logger-pytorch-lightning-integration>=2.3.1[lightning]extra == "lightning"
-
nv-one-logger-pytorch-lightning-integration>=2.3.1[speechlm2]extra == "speechlm2"
-
nv-one-logger-pytorch-lightning-integration>=2.3.1[tts]extra == "tts"
-
nv-one-logger-pytorch-lightning-integration>=2.3.1[asr]extra == "asr"
-
nv-one-logger-training-telemetry>=2.3.1[speechlm2]extra == "speechlm2"
-
nv-one-logger-training-telemetry>=2.3.1[all]extra == "all"
-
nv-one-logger-training-telemetry>=2.3.1[asr]extra == "asr"
-
nv-one-logger-training-telemetry>=2.3.1[audio]extra == "audio"
-
nv-one-logger-training-telemetry>=2.3.1[common]extra == "common"
-
nv-one-logger-training-telemetry>=2.3.1[core]extra == "core"
-
nv-one-logger-training-telemetry>=2.3.1[lightning]extra == "lightning"
-
nv-one-logger-training-telemetry>=2.3.1[tts]extra == "tts"
-
omegaconf<=2.3[tts]extra == "tts"
-
omegaconf<=2.3[audio]extra == "audio"
-
omegaconf<=2.3[common]extra == "common"
-
omegaconf<=2.3[core]extra == "core"
-
omegaconf<=2.3[lightning]extra == "lightning"
-
omegaconf<=2.3[speechlm2]extra == "speechlm2"
-
omegaconf<=2.3[all]extra == "all"
-
omegaconf<=2.3[asr]extra == "asr"
-
onnx-ir==0.2.1[compiled]extra == "compiled"
-
onnx-ir==0.2.1[compiled-a100]extra == "compiled-a100"
-
onnxscript==0.7.0[compiled-a100]extra == "compiled-a100"
-
onnxscript==0.7.0[compiled]extra == "compiled"
-
packaging[asr-only]extra == "asr-only"
-
packaging[tts]extra == "tts"
-
packaging[asr]extra == "asr"
-
packaging[speechlm2]extra == "speechlm2"
-
packaging[all]extra == "all"
-
pandas[asr]extra == "asr"
-
pandas[audio]extra == "audio"
-
pandas[common]extra == "common"
-
pandas[common-only]extra == "common-only"
-
pandas[speechlm2]extra == "speechlm2"
-
pandas[tts]extra == "tts"
-
pandas[all]extra == "all"
-
peft<=0.18.0[all]extra == "all"
-
peft<=0.18.0[speechlm2-only]extra == "speechlm2-only"
-
peft<=0.18.0[speechlm2]extra == "speechlm2"
-
pesq[all](platform_machine != "x86_64" or platform_system != "Darwin") and extra == "all"
-
pesq[audio](platform_machine != "x86_64" or platform_system != "Darwin") and extra == "audio"
-
pyopenjtalk[speechlm2]extra == "speechlm2"
-
pyopenjtalk[all]extra == "all"
-
pyopenjtalk[tts]extra == "tts"
-
pypinyin[all]extra == "all"
-
pypinyin[speechlm2]extra == "speechlm2"
-
pypinyin[tts]extra == "tts"
-
pypinyin-dict[tts]extra == "tts"
-
pypinyin-dict[all]extra == "all"
-
pypinyin-dict[speechlm2]extra == "speechlm2"
-
pystoi[audio]extra == "audio"
-
pystoi[all]extra == "all"
-
sacrebleu[speechlm2]extra == "speechlm2"
-
sacrebleu[tts]extra == "tts"
-
sacrebleu[asr]extra == "asr"
-
sacrebleu[asr-only]extra == "asr-only"
-
sacrebleu[all]extra == "all"
-
scipy>=0.14[asr]extra == "asr"
-
scipy>=0.14[all]extra == "all"
-
scipy>=0.14[asr-only]extra == "asr-only"
-
scipy>=0.14[audio]extra == "audio"
-
scipy>=0.14[speechlm2]extra == "speechlm2"
-
scipy>=0.14[tts]extra == "tts"
-
sentencepiece<1.0.0[speechlm2]extra == "speechlm2"
-
sentencepiece<1.0.0[tts]extra == "tts"
-
sentencepiece<1.0.0[all]extra == "all"
-
sentencepiece<1.0.0[common-only]extra == "common-only"
-
sentencepiece<1.0.0[common]extra == "common"
-
sentencepiece<1.0.0[audio]extra == "audio"
-
sentencepiece<1.0.0[asr]extra == "asr"
-
soundfile[audio]extra == "audio"
-
soundfile[tts]extra == "tts"
-
soundfile[asr-only]extra == "asr-only"
-
soundfile[speechlm2]extra == "speechlm2"
-
soundfile[all]extra == "all"
-
soundfile[asr]extra == "asr"
-
torch==2.12.0+cu132[cu13]sys_platform == "linux" and extra == "cu13"
-
torch==2.12.0+cu126[cu12]sys_platform == "linux" and extra == "cu12"
-
torchmetrics>=0.11.0[common]extra == "common"
-
torchmetrics>=0.11.0[all]extra == "all"
-
torchmetrics>=0.11.0[asr]extra == "asr"
-
torchmetrics>=0.11.0[audio]extra == "audio"
-
torchmetrics>=0.11.0[tts]extra == "tts"
-
torchmetrics>=0.11.0[core]extra == "core"
-
torchmetrics>=0.11.0[lightning]extra == "lightning"
-
torchmetrics>=0.11.0[speechlm2]extra == "speechlm2"
-
transformer-engine==2.15[compiled-a100]extra == "compiled-a100"
-
transformer-engine==2.15[compiled]extra == "compiled"
-
transformers[common]extra == "common"
-
transformers[all]extra == "all"
-
transformers[asr]extra == "asr"
-
transformers[audio]extra == "audio"
-
transformers[core]extra == "core"
-
transformers[lightning]extra == "lightning"
-
transformers[speechlm2]extra == "speechlm2"
-
transformers[tts]extra == "tts"
-
wandb[asr]extra == "asr"
-
wandb[audio]extra == "audio"
-
wandb[common]extra == "common"
-
wandb[core]extra == "core"
-
wandb[lightning]extra == "lightning"
-
wandb[speechlm2]extra == "speechlm2"
-
wandb[tts]extra == "tts"
-
wandb[all]extra == "all"
-
webdataset>=0.2.86[all]extra == "all"
-
webdataset>=0.2.86[audio]extra == "audio"
-
webdataset>=0.2.86[common]extra == "common"
-
webdataset>=0.2.86[core]extra == "core"
-
webdataset>=0.2.86[lightning]extra == "lightning"
-
webdataset>=0.2.86[speechlm2]extra == "speechlm2"
-
webdataset>=0.2.86[tts]extra == "tts"
-
webdataset>=0.2.86[asr]extra == "asr"
-
whisper-normalizer[asr]extra == "asr"
-
whisper-normalizer[asr-only]extra == "asr-only"
-
whisper-normalizer[speechlm2]extra == "speechlm2"
-
whisper-normalizer[tts]extra == "tts"
-
whisper-normalizer[all]extra == "all"
Used By
36
- faster-whisper-hotkey 4.9K/mo
- coro-asr 2.1K/mo
- sapiens-transformers 1.7K/mo
- torch-to-nnef-nemo-asr 1.1K/mo
- fast-whisper-diarizer 1.0K/mo
- wakewords 517/mo
- kani-tts-2 480/mo
- kani-tts 470/mo
- typhoon-asr 468/mo
- bionemo-llm 437/mo