Provenance Mismatch
This package's publish attestation (PEP 740) proves it builds from antgroup/ant-ray, not the linked ray-project/ray. Stars and other GitHub metrics shown here come from the claimed repository.
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.9
Licence
Apache 2.0
Last Release
8 months ago
Author
Ray Team
First Release
December 23, 2024
Total Releases
130
Python Versions
3.9
3.10
3.11
3.12
3.13
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
Package Risks
- No releases in 252 days despite active commits
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
95
Adoption
35
Community
80
Provenance
0
How the maintenance status was determined
Last commit
1 days ago
Monthly downloads
3,783
•
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
3,783
Stars
44,037
Stars per 1k downloads
11640.76
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
135
Month daily avg
126
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
More insights and metrics
Python version support tiers
requires_python
>=3.9
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 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
253 days ago
Total releases
130
Releases/year
71.6
•
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
1,633
Monthly downloads
3,783
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
73
Issue Burden
65.0
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
20.0%
contrib / forks
Stale Release
252d
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
1
Python Versions
3.12
100.0%
1
Top Countries
1.
US
66
US
2.
CN
1
CN
Weekly Downloads
GitHub Stars *
Dependencies
9
- click >=7.0
- filelock
- jsonschema
- msgpack <2.0.0,>=1.0.0
- packaging >=24.2
- protobuf >=3.20.3
- pyyaml
- redis <=4.5.5,>=3.5.0
- requests
234 optional dependencies
-
aiohttp>=3.7[air]extra == "air"
-
aiohttp>=3.7[serve]extra == "serve"
-
aiohttp>=3.7[llm]extra == "llm"
-
aiohttp>=3.7[default]extra == "default"
-
aiohttp>=3.7[all-cpp]extra == "all-cpp"
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aiohttp>=3.7[all]extra == "all"
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aiohttp>=3.7[serve-async-inference]extra == "serve-async-inference"
-
aiohttp>=3.7[serve-grpc]extra == "serve-grpc"
-
aiohttp-cors[all]extra == "all"
-
aiohttp-cors[llm]extra == "llm"
-
aiohttp-cors[serve]extra == "serve"
-
aiohttp-cors[serve-async-inference]extra == "serve-async-inference"
-
aiohttp-cors[air]extra == "air"
-
aiohttp-cors[serve-grpc]extra == "serve-grpc"
-
aiohttp-cors[all-cpp]extra == "all-cpp"
-
aiohttp-cors[default]extra == "default"
-
async-timeout[llm]python_version < "3.11" and extra == "llm"
-
celery[all]extra == "all"
-
celery[all-cpp]extra == "all-cpp"
-
celery[serve-async-inference]extra == "serve-async-inference"
-
colorful[llm]extra == "llm"
-
colorful[serve]extra == "serve"
-
colorful[serve-async-inference]extra == "serve-async-inference"
-
colorful[serve-grpc]extra == "serve-grpc"
-
colorful[air]extra == "air"
-
colorful[all]extra == "all"
-
colorful[all-cpp]extra == "all-cpp"
-
colorful[default]extra == "default"
-
cupy-cuda12x[adag]sys_platform != "darwin" and extra == "adag"
-
cupy-cuda12x[all]sys_platform != "darwin" and extra == "all"
-
cupy-cuda12x[all-cpp]sys_platform != "darwin" and extra == "all-cpp"
-
cupy-cuda12x[cgraph]sys_platform != "darwin" and extra == "cgraph"
-
dm-tree[rllib]extra == "rllib"
-
dm-tree[all-cpp]extra == "all-cpp"
-
dm-tree[all]extra == "all"
-
fastapi[llm]extra == "llm"
-
fastapi[all-cpp]extra == "all-cpp"
-
fastapi[serve-async-inference]extra == "serve-async-inference"
-
fastapi[air]extra == "air"
-
fastapi[all]extra == "all"
-
fastapi[serve-grpc]extra == "serve-grpc"
-
fastapi[serve]extra == "serve"
-
flow-insight>=1.0.0[all]extra == "all"
-
flow-insight>=1.0.0[air]extra == "air"
-
flow-insight>=1.0.0[all-cpp]extra == "all-cpp"
-
flow-insight>=1.0.0[default]extra == "default"
-
flow-insight>=1.0.0[llm]extra == "llm"
-
flow-insight>=1.0.0[serve]extra == "serve"
-
flow-insight>=1.0.0[serve-async-inference]extra == "serve-async-inference"
-
flow-insight>=1.0.0[serve-grpc]extra == "serve-grpc"
-
fsspec[air]extra == "air"
-
fsspec[all]extra == "all"
-
fsspec[all-cpp]extra == "all-cpp"
-
fsspec[data]extra == "data"
-
fsspec[llm]extra == "llm"
-
fsspec[train]extra == "train"
-
fsspec[rllib]extra == "rllib"
-
fsspec[tune]extra == "tune"
-
grpcio>=1.32.0[serve-async-inference]python_version < "3.10" and extra == "serve-async-inference"
-
grpcio>=1.32.0[serve-grpc]python_version < "3.10" and extra == "serve-grpc"
-
grpcio[all-cpp]extra == "all-cpp"
-
grpcio[client]extra == "client"
-
grpcio>=1.32.0[air]python_version < "3.10" and extra == "air"
-
grpcio[all]extra == "all"
-
grpcio>=1.32.0[default]python_version < "3.10" and extra == "default"
-
grpcio>=1.32.0[llm]python_version < "3.10" and extra == "llm"
-
grpcio>=1.32.0[serve]python_version < "3.10" and extra == "serve"
-
gymnasium==1.1.1[all]extra == "all"
-
gymnasium==1.1.1[rllib]extra == "rllib"
-
gymnasium==1.1.1[all-cpp]extra == "all-cpp"
-
hf-transfer[llm]extra == "llm"
-
jsonref>=1.1.0[llm]extra == "llm"
-
jsonschema[llm]extra == "llm"
-
lz4[all-cpp]extra == "all-cpp"
-
lz4[all]extra == "all"
-
lz4[rllib]extra == "rllib"
-
memray[all-cpp]sys_platform != "win32" and extra == "all-cpp"
-
memray[observability]sys_platform != "win32" and extra == "observability"
-
memray[all]sys_platform != "win32" and extra == "all"
-
meson[llm]extra == "llm"
-
ninja[llm]extra == "llm"
-
nixl>=0.6.1[llm]extra == "llm"
-
numpy>=1.20[data]extra == "data"
-
numpy>=1.20[air]extra == "air"
-
numpy>=1.20[all]extra == "all"
-
numpy>=1.20[all-cpp]extra == "all-cpp"
-
numpy>=1.20[llm]extra == "llm"
-
opencensus[serve]extra == "serve"
-
opencensus[serve-async-inference]extra == "serve-async-inference"
-
opencensus[serve-grpc]extra == "serve-grpc"
-
opencensus[llm]extra == "llm"
-
opencensus[default]extra == "default"
-
opencensus[all-cpp]extra == "all-cpp"
-
opencensus[all]extra == "all"
-
opencensus[air]extra == "air"
-
opentelemetry-exporter-prometheus[serve]extra == "serve"
-
opentelemetry-exporter-prometheus[serve-async-inference]extra == "serve-async-inference"
-
opentelemetry-exporter-prometheus[serve-grpc]extra == "serve-grpc"
-
opentelemetry-exporter-prometheus[air]extra == "air"
-
opentelemetry-exporter-prometheus[all]extra == "all"
-
opentelemetry-exporter-prometheus[all-cpp]extra == "all-cpp"
-
opentelemetry-exporter-prometheus[default]extra == "default"
-
opentelemetry-exporter-prometheus[llm]extra == "llm"
-
opentelemetry-proto[serve]extra == "serve"
-
opentelemetry-proto[serve-async-inference]extra == "serve-async-inference"
-
opentelemetry-proto[serve-grpc]extra == "serve-grpc"
-
opentelemetry-proto[air]extra == "air"
-
opentelemetry-proto[all]extra == "all"
-
opentelemetry-proto[all-cpp]extra == "all-cpp"
-
opentelemetry-proto[default]extra == "default"
-
opentelemetry-proto[llm]extra == "llm"
-
opentelemetry-sdk>=1.30.0[serve-async-inference]extra == "serve-async-inference"
-
opentelemetry-sdk>=1.30.0[air]extra == "air"
-
opentelemetry-sdk>=1.30.0[all]extra == "all"
-
opentelemetry-sdk>=1.30.0[all-cpp]extra == "all-cpp"
-
opentelemetry-sdk>=1.30.0[default]extra == "default"
-
opentelemetry-sdk>=1.30.0[llm]extra == "llm"
-
opentelemetry-sdk>=1.30.0[serve]extra == "serve"
-
opentelemetry-sdk>=1.30.0[serve-grpc]extra == "serve-grpc"
-
ormsgpack==1.7.0[rllib]extra == "rllib"
-
ormsgpack==1.7.0[all]extra == "all"
-
ormsgpack==1.7.0[all-cpp]extra == "all-cpp"
-
pandas[all-cpp]extra == "all-cpp"
-
pandas>=1.3[data]extra == "data"
-
pandas[train]extra == "train"
-
pandas[tune]extra == "tune"
-
pandas[air]extra == "air"
-
pandas>=1.3[llm]extra == "llm"
-
pandas[all]extra == "all"
-
pandas[rllib]extra == "rllib"
-
prometheus-client>=0.7.1[llm]extra == "llm"
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prometheus-client>=0.7.1[serve]extra == "serve"
-
prometheus-client>=0.7.1[serve-async-inference]extra == "serve-async-inference"
-
prometheus-client>=0.7.1[serve-grpc]extra == "serve-grpc"
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prometheus-client>=0.7.1[all]extra == "all"
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prometheus-client>=0.7.1[all-cpp]extra == "all-cpp"
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prometheus-client>=0.7.1[default]extra == "default"
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prometheus-client>=0.7.1[air]extra == "air"
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py-spy>=0.2.0[default]python_version < "3.12" and extra == "default"
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py-spy>=0.2.0[llm]python_version < "3.12" and extra == "llm"
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py-spy>=0.2.0[serve]python_version < "3.12" and extra == "serve"
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py-spy>=0.2.0[serve-async-inference]python_version < "3.12" and extra == "serve-async-inference"
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py-spy>=0.2.0[serve-grpc]python_version < "3.12" and extra == "serve-grpc"
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py-spy>=0.2.0[air]python_version < "3.12" and extra == "air"
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py-spy>=0.2.0[all]python_version < "3.12" and extra == "all"
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pyarrow>=9.0.0[air]extra == "air"
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pyarrow>=9.0.0[all]extra == "all"
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pyarrow>=9.0.0[llm]extra == "llm"
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pyarrow>=9.0.0[rllib]extra == "rllib"
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pyarrow>=9.0.0[train]extra == "train"
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pyarrow>=9.0.0[tune]extra == "tune"
-
pybind11[llm]extra == "llm"
-
pydantic!=2.0.*,!=2.1.*,!=2.10.*,!=2.11.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,<3[default]extra == "default"
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pydantic!=2.0.*,!=2.1.*,!=2.10.*,!=2.11.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,<3[llm]extra == "llm"
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pydantic!=2.0.*,!=2.1.*,!=2.10.*,!=2.11.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,<3[rllib]extra == "rllib"
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pydantic!=2.0.*,!=2.1.*,!=2.10.*,!=2.11.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,<3[serve]extra == "serve"
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-
pydantic!=2.0.*,!=2.1.*,!=2.10.*,!=2.11.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,<3[serve-grpc]extra == "serve-grpc"
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pydantic!=2.0.*,!=2.1.*,!=2.10.*,!=2.11.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,<3[train]extra == "train"
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pydantic!=2.0.*,!=2.1.*,!=2.10.*,!=2.11.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,<3[tune]extra == "tune"
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pydantic!=2.0.*,!=2.1.*,!=2.10.*,!=2.11.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,<3[all-cpp]extra == "all-cpp"
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pydantic!=2.0.*,!=2.1.*,!=2.10.*,!=2.11.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,<3[all]extra == "all"
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pydantic!=2.0.*,!=2.1.*,!=2.10.*,!=2.11.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,<3[air]extra == "air"
-
pyopenssl[all]extra == "all"
-
pyopenssl[serve-grpc]extra == "serve-grpc"
-
pyopenssl[all-cpp]extra == "all-cpp"
-
pyyaml[all]extra == "all"
-
pyyaml[all-cpp]extra == "all-cpp"
-
pyyaml[rllib]extra == "rllib"
-
ray-cpp==2.53.0[cpp]extra == "cpp"
-
ray-cpp==2.53.0[all-cpp]extra == "all-cpp"
-
requests[default]extra == "default"
-
requests[air]extra == "air"
-
requests[all]extra == "all"
-
requests[all-cpp]extra == "all-cpp"
-
requests[llm]extra == "llm"
-
requests[rllib]extra == "rllib"
-
requests[serve]extra == "serve"
-
requests[serve-async-inference]extra == "serve-async-inference"
-
requests[serve-grpc]extra == "serve-grpc"
-
requests[train]extra == "train"
-
requests[tune]extra == "tune"
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scipy[all]extra == "all"
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scipy[all-cpp]extra == "all-cpp"
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scipy[rllib]extra == "rllib"
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smart-open[air]extra == "air"
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smart-open[default]extra == "default"
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smart-open[llm]extra == "llm"
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smart-open[serve]extra == "serve"
-
smart-open[serve-async-inference]extra == "serve-async-inference"
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smart-open[serve-grpc]extra == "serve-grpc"
-
starlette[air]extra == "air"
-
starlette[all]extra == "all"
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starlette[all-cpp]extra == "all-cpp"
-
starlette[llm]extra == "llm"
-
starlette[serve]extra == "serve"
-
starlette[serve-async-inference]extra == "serve-async-inference"
-
starlette[serve-grpc]extra == "serve-grpc"
-
tensorboardx>=1.9[air]extra == "air"
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tensorboardx>=1.9[all]extra == "all"
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tensorboardx>=1.9[all-cpp]extra == "all-cpp"
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tensorboardx>=1.9[rllib]extra == "rllib"
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tensorboardx>=1.9[train]extra == "train"
-
tensorboardx>=1.9[tune]extra == "tune"
-
transformers>=4.57.3[llm]extra == "llm"
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typer[llm]extra == "llm"
-
uvicorn[air]extra == "air"
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uvicorn[all]extra == "all"
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uvicorn[all-cpp]extra == "all-cpp"
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uvicorn[llm]extra == "llm"
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uvicorn[serve]extra == "serve"
-
uvicorn[serve-async-inference]extra == "serve-async-inference"
-
uvicorn[serve-grpc]extra == "serve-grpc"
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virtualenv!=20.21.1,>=20.0.24[air]extra == "air"
-
virtualenv!=20.21.1,>=20.0.24[all]extra == "all"
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virtualenv!=20.21.1,>=20.0.24[all-cpp]extra == "all-cpp"
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virtualenv!=20.21.1,>=20.0.24[default]extra == "default"
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virtualenv!=20.21.1,>=20.0.24[llm]extra == "llm"
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virtualenv!=20.21.1,>=20.0.24[serve]extra == "serve"
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virtualenv!=20.21.1,>=20.0.24[serve-async-inference]extra == "serve-async-inference"
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virtualenv!=20.21.1,>=20.0.24[serve-grpc]extra == "serve-grpc"
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vllm>=0.12.0[llm]extra == "llm"
-
watchfiles[air]extra == "air"
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watchfiles[all]extra == "all"
-
watchfiles[all-cpp]extra == "all-cpp"
-
watchfiles[llm]extra == "llm"
-
watchfiles[serve]extra == "serve"
-
watchfiles[serve-async-inference]extra == "serve-async-inference"
-
watchfiles[serve-grpc]extra == "serve-grpc"
Used By
0
Not used by any tracked packages
Repository details
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh