Package Insights
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
60
Popularity
74
Adoption
35
Community
90
How the maintenance status was determined
Last commit
11 days ago
Monthly downloads
3,963
•
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
3,963
Stars
2,257
Stars per 1k downloads
569.52
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
72
Month daily avg
132
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.
Python version support tiers
requires_python
>=3.12
•
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
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
43 days ago
Total releases
3
Releases/year
4.7
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
251
Monthly downloads
3,963
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
77
Issue Burden
34.1
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
49.3%
contrib / forks
Stale Release
No
PR Velocity
Active
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
40
Python Versions
3.12
95.0%
38
3.13
5.0%
2
Top Countries
1.
US
34
US
2.
NL
6
NL
3.
CA
1
CA
Dependencies
0
1038 optional dependencies
- absl-py[cuda12]
- absl-py[runner]
- absl-py[tpu]
- absl-py[tpu-post-train]
- aiofiles[cuda12]
- aiofiles[tpu]
- aiofiles[tpu-post-train]
- aiohappyeyeballs[cuda12]
- aiohappyeyeballs[tpu]
- aiohappyeyeballs[tpu-post-train]
- aiohttp[cuda12]
- aiohttp[tpu]
- aiohttp[tpu-post-train]
- aiohttp-cors[tpu-post-train]
- aiosignal[cuda12]
- aiosignal[tpu]
- aiosignal[tpu-post-train]
- annotated-doc[cuda12]
- annotated-doc[tpu]
- annotated-doc[tpu-post-train]
- annotated-types[cuda12]
- annotated-types[runner]
- annotated-types[tpu]
- annotated-types[tpu-post-train]
- anthropic[tpu-post-train]
- antlr4-python3-runtime[cuda12]
- antlr4-python3-runtime[runner]
- antlr4-python3-runtime[tpu]
- antlr4-python3-runtime[tpu-post-train]
- anyio[cuda12]
- anyio[runner]
- anyio[tpu]
- anyio[tpu-post-train]
- aqtp[cuda12]
- aqtp[tpu]
- aqtp[tpu-post-train]
- argcomplete[runner]
- array-record[cuda12]
- array-record[tpu]
- array-record[tpu-post-train]
- astor[tpu-post-train]
- astroid[cuda12]
- astroid[tpu]
- astroid[tpu-post-train]
- asttokens[tpu-post-train]
- astunparse[cuda12]
- astunparse[runner]
- astunparse[tpu]
- astunparse[tpu-post-train]
- attrs[cuda12]
- attrs[runner]
- attrs[tpu]
- attrs[tpu-post-train]
- auditwheel[cuda12]
- auditwheel[runner]
- auditwheel[tpu]
- auditwheel[tpu-post-train]
- black[cuda12]
- black[tpu]
- black[tpu-post-train]
- blake3[tpu-post-train]
- blobfile[cuda12]
- blobfile[tpu]
- blobfile[tpu-post-train]
- boto3[tpu-post-train]
- botocore[tpu-post-train]
- build[cuda12]
- build[runner]
- build[tpu]
- build[tpu-post-train]
- cachetools[cuda12]
- cachetools[tpu]
- cachetools[tpu-post-train]
- cbor2[tpu-post-train]
- certifi[cuda12]
- certifi[runner]
- certifi[tpu]
- certifi[tpu-post-train]
- cffi[runner]
- cffi[tpu-post-train]
- cfgv[cuda12]
- cfgv[tpu]
- cfgv[tpu-post-train]
- charset-normalizer[cuda12]
- charset-normalizer[runner]
- charset-normalizer[tpu]
- charset-normalizer[tpu-post-train]
- cheroot[cuda12]
- cheroot[tpu]
- cheroot[tpu-post-train]
- chex[cuda12]
- chex[tpu]
- chex[tpu-post-train]
- click[cuda12]
- click[tpu]
- click[tpu-post-train]
- cloud-accelerator-diagnostics[cuda12]
- cloud-accelerator-diagnostics[runner]
- cloud-accelerator-diagnostics[tpu]
- cloud-accelerator-diagnostics[tpu-post-train]
- cloudpickle[cuda12]
- cloudpickle[runner]
- cloudpickle[tpu]
- cloudpickle[tpu-post-train]
- cloud-tpu-diagnostics[cuda12]
- cloud-tpu-diagnostics[tpu]
- cloud-tpu-diagnostics[tpu-post-train]
- clu[cuda12]
- clu[tpu]
- clu[tpu-post-train]
- cmake[tpu-post-train]
- colorama[cuda12]
- colorama[runner]
- colorama[tpu]
- colorama[tpu-post-train]
- colorful[tpu-post-train]
- comm[tpu-post-train]
- compressed-tensors[tpu-post-train]
- contourpy[cuda12]
- contourpy[runner]
- contourpy[tpu]
- contourpy[tpu-post-train]
- coverage[cuda12]
- coverage[tpu]
- coverage[tpu-post-train]
- cryptography[runner]
- cryptography[tpu-post-train]
- cycler[cuda12]
- cycler[runner]
- cycler[tpu]
- cycler[tpu-post-train]
- dacite[tpu]
- dacite[tpu-post-train]
- dataclasses-json[tpu-post-train]
- datasets[cuda12]
- datasets[tpu]
- datasets[tpu-post-train]
- debugpy[tpu-post-train]
- decorator[cuda12]
- decorator[tpu]
- decorator[tpu-post-train]
- depyf[tpu-post-train]
- dill[cuda12]
- dill[tpu]
- dill[tpu-post-train]
- diskcache[tpu-post-train]
- distlib[cuda12]
- distlib[tpu]
- distlib[tpu-post-train]
- distro[runner]
- distro[tpu-post-train]
- dm-tree[cuda12]
- dm-tree[tpu]
- dm-tree[tpu-post-train]
- dnspython[tpu-post-train]
- docker[runner]
- docstring-parser[cuda12]
- docstring-parser[runner]
- docstring-parser[tpu]
- docstring-parser[tpu-post-train]
- drjax[cuda12]
- drjax[tpu]
- drjax[tpu-post-train]
- durationpy[runner]
- editdistance[cuda12]
- editdistance[tpu]
- editdistance[tpu-post-train]
- einops[cuda12]
- einops[tpu]
- einops[tpu-post-train]
- einshape[cuda12]
- einshape[tpu]
- einshape[tpu-post-train]
- email-validator[tpu-post-train]
- entrypoints[tpu-post-train]
- etils[cuda12]
- etils[runner]
- etils[tpu]
- etils[tpu-post-train]
- evaluate[cuda12]
- evaluate[tpu]
- evaluate[tpu-post-train]
- execnet[cuda12]
- execnet[runner]
- execnet[tpu]
- execnet[tpu-post-train]
- executing[tpu-post-train]
- fastapi[cuda12]
- fastapi[tpu]
- fastapi[tpu-post-train]
- fastapi-cli[tpu-post-train]
- fastapi-cloud-cli[tpu-post-train]
- fastar[tpu-post-train]
- fastjsonschema[tpu-post-train]
- filelock[cuda12]
- filelock[runner]
- filelock[tpu]
- filelock[tpu-post-train]
- flatbuffers[cuda12]
- flatbuffers[runner]
- flatbuffers[tpu]
- flatbuffers[tpu-post-train]
- flax[cuda12]
- flax[tpu]
- flax[tpu-post-train]
- fonttools[cuda12]
- fonttools[runner]
- fonttools[tpu]
- fonttools[tpu-post-train]
- frozenlist[cuda12]
- frozenlist[tpu]
- frozenlist[tpu-post-train]
- fsspec[cuda12]
- fsspec[runner]
- fsspec[tpu]
- fsspec[tpu-post-train]
- gast[cuda12]
- gast[runner]
- gast[tpu]
- gast[tpu-post-train]
- gcsfs[cuda12]
- gcsfs[tpu]
- gcsfs[tpu-post-train]
- gguf[tpu-post-train]
- google-api-core[cuda12]
- google-api-core[runner]
- google-api-core[tpu]
- google-api-core[tpu-post-train]
- google-api-python-client[cuda12]
- google-api-python-client[tpu]
- google-api-python-client[tpu-post-train]
- googleapis-common-protos[cuda12]
- googleapis-common-protos[runner]
- googleapis-common-protos[tpu]
- googleapis-common-protos[tpu-post-train]
- google-auth[cuda12]
- google-auth[runner]
- google-auth[tpu]
- google-auth[tpu-post-train]
- google-auth-httplib2[cuda12]
- google-auth-httplib2[tpu]
- google-auth-httplib2[tpu-post-train]
- google-auth-oauthlib[cuda12]
- google-auth-oauthlib[tpu]
- google-auth-oauthlib[tpu-post-train]
- google-cloud[runner]
- google-cloud-aiplatform[cuda12]
- google-cloud-aiplatform[runner]
- google-cloud-aiplatform[tpu]
- google-cloud-aiplatform[tpu-post-train]
- google-cloud-appengine-logging[cuda12]
- google-cloud-appengine-logging[tpu]
- google-cloud-appengine-logging[tpu-post-train]
- google-cloud-audit-log[cuda12]
- google-cloud-audit-log[tpu]
- google-cloud-audit-log[tpu-post-train]
- google-cloud-bigquery[cuda12]
- google-cloud-bigquery[runner]
- google-cloud-bigquery[tpu]
- google-cloud-bigquery[tpu-post-train]
- google-cloud-common[runner]
- google-cloud-core[cuda12]
- google-cloud-core[runner]
- google-cloud-core[tpu]
- google-cloud-core[tpu-post-train]
- google-cloud-filestore[runner]
- google-cloud-logging[cuda12]
- google-cloud-logging[tpu]
- google-cloud-logging[tpu-post-train]
- google-cloud-mldiagnostics[cuda12]
- google-cloud-mldiagnostics[tpu]
- google-cloud-mldiagnostics[tpu-post-train]
- google-cloud-monitoring[cuda12]
- google-cloud-monitoring[tpu]
- google-cloud-monitoring[tpu-post-train]
- google-cloud-resource-manager[cuda12]
- google-cloud-resource-manager[runner]
- google-cloud-resource-manager[tpu]
- google-cloud-resource-manager[tpu-post-train]
- google-cloud-storage[cuda12]
- google-cloud-storage[runner]
- google-cloud-storage[tpu]
- google-cloud-storage[tpu-post-train]
- google-cloud-storage-control[tpu-post-train]
- google-crc32c[cuda12]
- google-crc32c[runner]
- google-crc32c[tpu]
- google-crc32c[tpu-post-train]
- google-genai[cuda12]
- google-genai[runner]
- google-genai[tpu]
- google-genai[tpu-post-train]
- google-metrax[tpu-post-train]
- google-pasta[cuda12]
- google-pasta[runner]
- google-pasta[tpu]
- google-pasta[tpu-post-train]
- google-resumable-media[cuda12]
- google-resumable-media[runner]
- google-resumable-media[tpu]
- google-resumable-media[tpu-post-train]
- google-tunix[tpu]
- grain[cuda12]
- grain[tpu]
- grain[tpu-post-train]
- grpc-google-iam-v1[cuda12]
- grpc-google-iam-v1[runner]
- grpc-google-iam-v1[tpu]
- grpc-google-iam-v1[tpu-post-train]
- grpcio[cuda12]
- grpcio[runner]
- grpcio[tpu]
- grpcio[tpu-post-train]
- grpcio-reflection[tpu-post-train]
- grpcio-status[cuda12]
- grpcio-status[runner]
- grpcio-status[tpu]
- grpcio-status[tpu-post-train]
- gspread[tpu]
- gspread[tpu-post-train]
- gviz-api[cuda12]
- gviz-api[runner]
- gviz-api[tpu]
- gviz-api[tpu-post-train]
- h11[cuda12]
- h11[runner]
- h11[tpu]
- h11[tpu-post-train]
- h5py[cuda12]
- h5py[runner]
- h5py[tpu]
- h5py[tpu-post-train]
- hf-transfer[tpu]
- hf-transfer[tpu-post-train]
- hf-xet[cuda12]
- hf-xet[tpu]
- hf-xet[tpu-post-train]
- httpcore[cuda12]
- httpcore[runner]
- httpcore[tpu]
- httpcore[tpu-post-train]
- httplib2[cuda12]
- httplib2[tpu]
- httplib2[tpu-post-train]
- httptools[tpu-post-train]
- httpx[cuda12]
- httpx[runner]
- httpx[tpu]
- httpx[tpu-post-train]
- httpx-sse[tpu-post-train]
- huggingface-hub[cuda12]
- huggingface-hub[tpu]
- huggingface-hub[tpu-post-train]
- humanize[cuda12]
- humanize[tpu]
- humanize[tpu-post-train]
- hypothesis[cuda12]
- hypothesis[runner]
- hypothesis[tpu]
- hypothesis[tpu-post-train]
- identify[cuda12]
- identify[tpu]
- identify[tpu-post-train]
- idna[cuda12]
- idna[runner]
- idna[tpu]
- idna[tpu-post-train]
- ijson[tpu-post-train]
- immutabledict[cuda12]
- immutabledict[tpu]
- immutabledict[tpu-post-train]
- importlab[cuda12]
- importlab[tpu]
- importlab[tpu-post-train]
- importlib-metadata[cuda12]
- importlib-metadata[tpu]
- importlib-metadata[tpu-post-train]
- importlib-resources[cuda12]
- importlib-resources[runner]
- importlib-resources[tpu]
- importlib-resources[tpu-post-train]
- iniconfig[cuda12]
- iniconfig[runner]
- iniconfig[tpu]
- iniconfig[tpu-post-train]
- interegular[tpu-post-train]
- ipykernel[tpu-post-train]
- ipython[tpu-post-train]
- ipython-pygments-lexers[tpu-post-train]
- ipywidgets[tpu-post-train]
- isort[cuda12]
- isort[tpu]
- isort[tpu-post-train]
- jaraco-classes[tpu-post-train]
- jaraco-context[tpu-post-train]
- jaraco-functools[cuda12]
- jaraco-functools[tpu]
- jaraco-functools[tpu-post-train]
- jax[cuda12]
- jax[docs]
- jax[tpu]
- jax[tpu-post-train]
- jax-cuda12-pjrt[cuda12]
- jax-cuda12-plugin[cuda12]
- jaxlib[cuda12]
- jaxlib[runner]
- jaxlib[tpu]
- jaxlib[tpu-post-train]
- jaxtyping[cuda12]
- jaxtyping[tpu]
- jaxtyping[tpu-post-train]
- jedi[tpu-post-train]
- jeepney[tpu-post-train]
- jinja2[cuda12]
- jinja2[runner]
- jinja2[tpu]
- jinja2[tpu-post-train]
- jiter[tpu-post-train]
- jmespath[tpu-post-train]
- joblib[cuda12]
- joblib[tpu]
- joblib[tpu-post-train]
- jsonlines[cuda12]
- jsonlines[tpu]
- jsonlines[tpu-post-train]
- jsonschema[tpu-post-train]
- jsonschema-specifications[tpu-post-train]
- jupyter-client[tpu-post-train]
- jupyter-core[tpu-post-train]
- jupyterlab-widgets[tpu-post-train]
- kagglehub[tpu]
- kagglehub[tpu-post-train]
- keras[cuda12]
- keras[runner]
- keras[tpu]
- keras[tpu-post-train]
- keyring[tpu-post-train]
- keyrings-google-artifactregistry-auth[tpu-post-train]
- kiwisolver[cuda12]
- kiwisolver[runner]
- kiwisolver[tpu]
- kiwisolver[tpu-post-train]
- kubernetes[runner]
- lark[tpu-post-train]
- latex2sympy2-extended[tpu-post-train]
- libclang[cuda12]
- libclang[runner]
- libclang[tpu]
- libclang[tpu-post-train]
- libcst[cuda12]
- libcst[tpu]
- libcst[tpu-post-train]
- libtpu[runner]
- libtpu[tpu]
- libtpu[tpu-post-train]
- llguidance[tpu-post-train]
- llvmlite[tpu]
- llvmlite[tpu-post-train]
- lm-format-enforcer[tpu-post-train]
- loguru[tpu-post-train]
- lxml[cuda12]
- lxml[tpu]
- lxml[tpu-post-train]
- markdown[cuda12]
- markdown[runner]
- markdown[tpu]
- markdown[tpu-post-train]
- markdown-it-py[cuda12]
- markdown-it-py[runner]
- markdown-it-py[tpu]
- markdown-it-py[tpu-post-train]
- markupsafe[cuda12]
- markupsafe[runner]
- markupsafe[tpu]
- markupsafe[tpu-post-train]
- marshmallow[tpu-post-train]
- math-verify[tpu]
- math-verify[tpu-post-train]
- matplotlib[cuda12]
- matplotlib[runner]
- matplotlib[tpu]
- matplotlib[tpu-post-train]
- matplotlib-inline[tpu-post-train]
- mccabe[cuda12]
- mccabe[tpu]
- mccabe[tpu-post-train]
- mcp[tpu-post-train]
- mdurl[cuda12]
- mdurl[runner]
- mdurl[tpu]
- mdurl[tpu-post-train]
- mistral-common[tpu-post-train]
- ml-collections[cuda12]
- ml-collections[tpu]
- ml-collections[tpu-post-train]
- ml-dtypes[cuda12]
- ml-dtypes[runner]
- ml-dtypes[tpu]
- ml-dtypes[tpu-post-train]
- ml-goodput-measurement[cuda12]
- ml-goodput-measurement[tpu]
- ml-goodput-measurement[tpu-post-train]
- model-hosting-container-standards[tpu-post-train]
- more-itertools[cuda12]
- more-itertools[tpu]
- more-itertools[tpu-post-train]
- mpmath[cuda12]
- mpmath[runner]
- mpmath[tpu]
- mpmath[tpu-post-train]
- msgpack[cuda12]
- msgpack[tpu]
- msgpack[tpu-post-train]
- msgspec[cuda12]
- msgspec[tpu]
- msgspec[tpu-post-train]
- multidict[cuda12]
- multidict[tpu]
- multidict[tpu-post-train]
- multiprocess[cuda12]
- multiprocess[tpu]
- multiprocess[tpu-post-train]
- mypy-extensions[cuda12]
- mypy-extensions[tpu]
- mypy-extensions[tpu-post-train]
- myst-nb[docs]
- myst-parser[docs]
- namex[cuda12]
- namex[runner]
- namex[tpu]
- namex[tpu-post-train]
- nbclient[tpu-post-train]
- nbformat[tpu-post-train]
- nest-asyncio[cuda12]
- nest-asyncio[tpu]
- nest-asyncio[tpu-post-train]
- networkx[cuda12]
- networkx[tpu]
- networkx[tpu-post-train]
- ninja[cuda12]
- ninja[tpu]
- ninja[tpu-post-train]
- nixl[tpu-post-train]
- nltk[cuda12]
- nltk[tpu]
- nltk[tpu-post-train]
- nodeenv[cuda12]
- nodeenv[tpu]
- nodeenv[tpu-post-train]
- numba[tpu]
- numba[tpu-post-train]
- numpy[cuda12]
- numpy[runner]
- numpy[tpu]
- numpy[tpu-post-train]
- numpy-typing-compat[cuda12]
- numpy-typing-compat[runner]
- numpy-typing-compat[tpu]
- numpy-typing-compat[tpu-post-train]
- nvidia-cublas-cu12[cuda12]
- nvidia-cublas-cu12[tpu-post-train]
- nvidia-cuda-cupti-cu12[cuda12]
- nvidia-cuda-cupti-cu12[tpu-post-train]
- nvidia-cuda-nvcc-cu12[cuda12]
- nvidia-cuda-nvrtc-cu12[cuda12]
- nvidia-cuda-nvrtc-cu12[tpu-post-train]
- nvidia-cuda-runtime-cu12[cuda12]
- nvidia-cuda-runtime-cu12[tpu-post-train]
- nvidia-cudnn-cu12[cuda12]
- nvidia-cudnn-cu12[tpu-post-train]
- nvidia-cufft-cu12[cuda12]
- nvidia-cufft-cu12[tpu-post-train]
- nvidia-cufile-cu12[tpu-post-train]
- nvidia-curand-cu12[tpu-post-train]
- nvidia-cusolver-cu12[cuda12]
- nvidia-cusolver-cu12[tpu-post-train]
- nvidia-cusparse-cu12[cuda12]
- nvidia-cusparse-cu12[tpu-post-train]
- nvidia-cusparselt-cu12[tpu-post-train]
- nvidia-nccl-cu12[cuda12]
- nvidia-nccl-cu12[tpu-post-train]
- nvidia-nvjitlink-cu12[cuda12]
- nvidia-nvjitlink-cu12[tpu-post-train]
- nvidia-nvshmem-cu12[cuda12]
- nvidia-nvshmem-cu12[tpu-post-train]
- nvidia-nvtx-cu12[tpu-post-train]
- oauthlib[cuda12]
- oauthlib[runner]
- oauthlib[tpu]
- oauthlib[tpu-post-train]
- omegaconf[cuda12]
- omegaconf[runner]
- omegaconf[tpu]
- omegaconf[tpu-post-train]
- openai[tpu-post-train]
- openai-harmony[tpu-post-train]
- opencensus[tpu-post-train]
- opencensus-context[tpu-post-train]
- opencv-python-headless[tpu-post-train]
- opentelemetry-api[cuda12]
- opentelemetry-api[tpu]
- opentelemetry-api[tpu-post-train]
- opentelemetry-exporter-otlp[tpu-post-train]
- opentelemetry-exporter-otlp-proto-common[tpu-post-train]
- opentelemetry-exporter-otlp-proto-grpc[tpu-post-train]
- opentelemetry-exporter-otlp-proto-http[tpu-post-train]
- opentelemetry-exporter-prometheus[tpu-post-train]
- opentelemetry-proto[tpu-post-train]
- opentelemetry-sdk[tpu-post-train]
- opentelemetry-semantic-conventions[tpu-post-train]
- opentelemetry-semantic-conventions-ai[tpu-post-train]
- optax[cuda12]
- optax[tpu]
- optax[tpu-post-train]
- opt-einsum[cuda12]
- opt-einsum[runner]
- opt-einsum[tpu]
- opt-einsum[tpu-post-train]
- optree[cuda12]
- optree[runner]
- optree[tpu]
- optree[tpu-post-train]
- optype[cuda12]
- optype[runner]
- optype[tpu]
- optype[tpu-post-train]
- orbax-checkpoint[cuda12]
- orbax-checkpoint[tpu]
- orbax-checkpoint[tpu-post-train]
- orbax-export[tpu-post-train]
- outlines-core[tpu-post-train]
- packaging[cuda12]
- packaging[runner]
- packaging[tpu]
- packaging[tpu-post-train]
- pandas[cuda12]
- pandas[tpu]
- pandas[tpu-post-train]
- papermill[tpu-post-train]
- parameterized[cuda12]
- parameterized[tpu]
- parameterized[tpu-post-train]
- parso[tpu-post-train]
- partial-json-parser[tpu-post-train]
- pathspec[cuda12]
- pathspec[tpu]
- pathspec[tpu-post-train]
- pathwaysutils[cuda12]
- pathwaysutils[tpu]
- pathwaysutils[tpu-post-train]
- perfetto[tpu-post-train]
- pexpect[tpu-post-train]
- pillow[cuda12]
- pillow[runner]
- pillow[tpu]
- pillow[tpu-post-train]
- platformdirs[cuda12]
- platformdirs[tpu]
- platformdirs[tpu-post-train]
- pluggy[cuda12]
- pluggy[runner]
- pluggy[tpu]
- pluggy[tpu-post-train]
- portpicker[cuda12]
- portpicker[runner]
- portpicker[tpu]
- portpicker[tpu-post-train]
- pre-commit[cuda12]
- pre-commit[tpu]
- pre-commit[tpu-post-train]
- prometheus-client[cuda12]
- prometheus-client[tpu]
- prometheus-client[tpu-post-train]
- prometheus-fastapi-instrumentator[tpu-post-train]
- promise[cuda12]
- promise[tpu]
- promise[tpu-post-train]
- prompt-toolkit[tpu-post-train]
- propcache[cuda12]
- propcache[tpu]
- propcache[tpu-post-train]
- protobuf[cuda12]
- protobuf[runner]
- protobuf[tpu]
- protobuf[tpu-post-train]
- proto-plus[cuda12]
- proto-plus[runner]
- proto-plus[tpu]
- proto-plus[tpu-post-train]
- psutil[cuda12]
- psutil[runner]
- psutil[tpu]
- psutil[tpu-post-train]
- ptyprocess[tpu-post-train]
- pure-eval[tpu-post-train]
- pyarrow[cuda12]
- pyarrow[tpu]
- pyarrow[tpu-post-train]
- pyasn1[cuda12]
- pyasn1[runner]
- pyasn1[tpu]
- pyasn1[tpu-post-train]
- pyasn1-modules[cuda12]
- pyasn1-modules[runner]
- pyasn1-modules[tpu]
- pyasn1-modules[tpu-post-train]
- pybase64[tpu-post-train]
- pycnite[cuda12]
- pycnite[tpu]
- pycnite[tpu-post-train]
- pycountry[tpu-post-train]
- pycparser[runner]
- pycparser[tpu-post-train]
- py-cpuinfo[tpu-post-train]
- pycryptodomex[cuda12]
- pycryptodomex[tpu]
- pycryptodomex[tpu-post-train]
- pydantic[cuda12]
- pydantic[runner]
- pydantic[tpu]
- pydantic[tpu-post-train]
- pydantic-core[cuda12]
- pydantic-core[runner]
- pydantic-core[tpu]
- pydantic-core[tpu-post-train]
- pydantic-extra-types[tpu-post-train]
- pydantic-settings[tpu-post-train]
- pydot[cuda12]
- pydot[tpu]
- pydot[tpu-post-train]
- pyelftools[cuda12]
- pyelftools[runner]
- pyelftools[tpu]
- pyelftools[tpu-post-train]
- pyglove[cuda12]
- pyglove[tpu]
- pyglove[tpu-post-train]
- pygments[cuda12]
- pygments[runner]
- pygments[tpu]
- pygments[tpu-post-train]
- pyink[cuda12]
- pyink[tpu]
- pyink[tpu-post-train]
- pyjwt[tpu-post-train]
- pylatexenc[tpu-post-train]
- pylint[cuda12]
- pylint[tpu]
- pylint[tpu-post-train]
- pyparsing[cuda12]
- pyparsing[runner]
- pyparsing[tpu]
- pyparsing[tpu-post-train]
- pyproject-hooks[cuda12]
- pyproject-hooks[runner]
- pyproject-hooks[tpu]
- pyproject-hooks[tpu-post-train]
- py-spy[tpu-post-train]
- pytest[cuda12]
- pytest[runner]
- pytest[tpu]
- pytest[tpu-post-train]
- pytest-mock[tpu-post-train]
- pytest-xdist[cuda12]
- pytest-xdist[runner]
- pytest-xdist[tpu]
- pytest-xdist[tpu-post-train]
- python-dateutil[cuda12]
- python-dateutil[runner]
- python-dateutil[tpu]
- python-dateutil[tpu-post-train]
- python-dotenv[tpu]
- python-dotenv[tpu-post-train]
- python-json-logger[tpu-post-train]
- python-multipart[tpu-post-train]
- pytype[cuda12]
- pytype[tpu]
- pytype[tpu-post-train]
- pytz[cuda12]
- pytz[tpu]
- pytz[tpu-post-train]
- pywin32[runner]
- pyyaml[cuda12]
- pyyaml[runner]
- pyyaml[tpu]
- pyyaml[tpu-post-train]
- pyzmq[tpu-post-train]
- qwix[cuda12]
- qwix[tpu]
- qwix[tpu-post-train]
- ray[tpu-post-train]
- referencing[tpu-post-train]
- regex[cuda12]
- regex[tpu]
- regex[tpu-post-train]
- requests[cuda12]
- requests[runner]
- requests[tpu]
- requests[tpu-post-train]
- requests-oauthlib[cuda12]
- requests-oauthlib[runner]
- requests-oauthlib[tpu]
- requests-oauthlib[tpu-post-train]
- rich[cuda12]
- rich[runner]
- rich[tpu]
- rich[tpu-post-train]
- rich-toolkit[tpu-post-train]
- rignore[tpu-post-train]
- rpds-py[tpu-post-train]
- rsa[cuda12]
- rsa[tpu]
- rsa[tpu-post-train]
- ruamel-yaml[runner]
- ruamel-yaml-clib[runner]
- runai-model-streamer[tpu-post-train]
- runai-model-streamer-gcs[tpu-post-train]
- runai-model-streamer-s3[tpu-post-train]
- s3transfer[tpu-post-train]
- safetensors[cuda12]
- safetensors[tpu]
- safetensors[tpu-post-train]
- scipy[cuda12]
- scipy[runner]
- scipy[tpu]
- scipy[tpu-post-train]
- scipy-stubs[cuda12]
- scipy-stubs[runner]
- scipy-stubs[tpu]
- scipy-stubs[tpu-post-train]
- secretstorage[tpu-post-train]
- sentencepiece[cuda12]
- sentencepiece[tpu]
- sentencepiece[tpu-post-train]
- sentry-sdk[tpu-post-train]
- seqio[cuda12]
- seqio[tpu]
- seqio[tpu-post-train]
- setproctitle[tpu-post-train]
- setuptools[cuda12]
- setuptools[runner]
- setuptools[tpu]
- setuptools[tpu-post-train]
- setuptools-scm[runner]
- setuptools-scm[tpu-post-train]
- shapely[cuda12]
- shapely[tpu]
- shapely[tpu-post-train]
- shellingham[tpu-post-train]
- shortuuid[cuda12]
- shortuuid[tpu]
- shortuuid[tpu-post-train]
- simplejson[cuda12]
- simplejson[tpu]
- simplejson[tpu-post-train]
- simple-parsing[cuda12]
- simple-parsing[tpu]
- simple-parsing[tpu-post-train]
- six[cuda12]
- six[runner]
- six[tpu]
- six[tpu-post-train]
- smart-open[tpu-post-train]
- sniffio[cuda12]
- sniffio[runner]
- sniffio[tpu]
- sniffio[tpu-post-train]
- sortedcontainers[cuda12]
- sortedcontainers[runner]
- sortedcontainers[tpu]
- sortedcontainers[tpu-post-train]
- sphinx[docs]
- sphinx-book-theme[docs]
- sphinx-copybutton[docs]
- sphinx-design[docs]
- sse-starlette[tpu-post-train]
- stack-data[tpu-post-train]
- starlette[cuda12]
- starlette[tpu]
- starlette[tpu-post-train]
- supervisor[tpu-post-train]
- sympy[cuda12]
- sympy[tpu]
- sympy[tpu-post-train]
- tabulate[cuda12]
- tabulate[runner]
- tabulate[tpu]
- tabulate[tpu-post-train]
- tenacity[cuda12]
- tenacity[runner]
- tenacity[tpu]
- tenacity[tpu-post-train]
- tensorboard[cuda12]
- tensorboard[tpu]
- tensorboard[tpu-post-train]
- tensorboard-data-server[cuda12]
- tensorboard-data-server[runner]
- tensorboard-data-server[tpu]
- tensorboard-data-server[tpu-post-train]
- tensorboard-plugin-profile[cuda12]
- tensorboard-plugin-profile[runner]
- tensorboard-plugin-profile[tpu]
- tensorboard-plugin-profile[tpu-post-train]
- tensorboardx[cuda12]
- tensorboardx[tpu]
- tensorboardx[tpu-post-train]
- tensorflow[cuda12]
- tensorflow[tpu]
- tensorflow[tpu-post-train]
- tensorflow-datasets[cuda12]
- tensorflow-datasets[tpu]
- tensorflow-datasets[tpu-post-train]
- tensorflow-metadata[cuda12]
- tensorflow-metadata[tpu]
- tensorflow-metadata[tpu-post-train]
- tensorflow-text[cuda12]
- tensorflow-text[tpu]
- tensorflow-text[tpu-post-train]
- tensorstore[cuda12]
- tensorstore[runner]
- tensorstore[tpu]
- tensorstore[tpu-post-train]
- termcolor[cuda12]
- termcolor[runner]
- termcolor[tpu]
- termcolor[tpu-post-train]
- tiktoken[cuda12]
- tiktoken[tpu]
- tiktoken[tpu-post-train]
- tokamax[cuda12]
- tokamax[tpu]
- tokamax[tpu-post-train]
- tokenizers[cuda12]
- tokenizers[tpu]
- tokenizers[tpu-post-train]
- toml[cuda12]
- toml[tpu]
- toml[tpu-post-train]
- tomlkit[cuda12]
- tomlkit[tpu]
- tomlkit[tpu-post-train]
- toolz[cuda12]
- toolz[tpu]
- toolz[tpu-post-train]
- torch[tpu-post-train]
- torchax[tpu-post-train]
- torchvision[tpu-post-train]
- tornado[tpu-post-train]
- tpu-info[tpu-post-train]
- tqdm[cuda12]
- tqdm[tpu]
- tqdm[tpu-post-train]
- traitlets[tpu-post-train]
- transformer-engine[cuda12]
- transformer-engine-cu12[cuda12]
- transformer-engine-jax[cuda12]
- transformers[cuda12]
- transformers[tpu]
- transformers[tpu-post-train]
- treescope[cuda12]
- treescope[tpu]
- treescope[tpu-post-train]
- triton[tpu-post-train]
- typeguard[cuda12]
- typeguard[tpu]
- typeguard[tpu-post-train]
- typer[tpu-post-train]
- typing-extensions[cuda12]
- typing-extensions[runner]
- typing-extensions[tpu]
- typing-extensions[tpu-post-train]
- typing-inspect[tpu-post-train]
- typing-inspection[cuda12]
- typing-inspection[runner]
- typing-inspection[tpu]
- typing-inspection[tpu-post-train]
- tzdata[cuda12]
- tzdata[tpu]
- tzdata[tpu-post-train]
- uritemplate[cuda12]
- uritemplate[tpu]
- uritemplate[tpu-post-train]
- urllib3[cuda12]
- urllib3[runner]
- urllib3[tpu]
- urllib3[tpu-post-train]
- uv[tpu-post-train]
- uvicorn[cuda12]
- uvicorn[tpu]
- uvicorn[tpu-post-train]
- uvloop[cuda12]
- uvloop[tpu]
- uvloop[tpu-post-train]
- virtualenv[cuda12]
- virtualenv[tpu]
- virtualenv[tpu-post-train]
- wadler-lindig[cuda12]
- wadler-lindig[tpu]
- wadler-lindig[tpu-post-train]
- watchfiles[tpu-post-train]
- wcwidth[tpu-post-train]
- websocket-client[runner]
- websockets[cuda12]
- websockets[runner]
- websockets[tpu]
- websockets[tpu-post-train]
- werkzeug[cuda12]
- werkzeug[runner]
- werkzeug[tpu]
- werkzeug[tpu-post-train]
- wheel[cuda12]
- wheel[runner]
- wheel[tpu]
- wheel[tpu-post-train]
- widgetsnbextension[tpu-post-train]
- wrapt[cuda12]
- wrapt[tpu]
- wrapt[tpu-post-train]
- xgrammar[tpu-post-train]
- xpk[runner]
- xprof[cuda12]
- xprof[tpu]
- xprof[tpu-post-train]
- xxhash[cuda12]
- xxhash[tpu]
- xxhash[tpu-post-train]
- yapf[tpu-post-train]
- yarl[cuda12]
- yarl[tpu]
- yarl[tpu-post-train]
- zipp[cuda12]
- zipp[runner]
- zipp[tpu]
- zipp[tpu-post-train]
- zstandard[cuda12]
- zstandard[runner]
- zstandard[tpu]
- zstandard[tpu-post-train]
Used By
0
Not used by any tracked packages
Package Information
License
Apache-2.0
First Release
September 15, 2025
Last Release
1 month ago
Last Commit
1 week ago
Latest Version
0.2.1
Total Releases
3
Contributors
251
Open PRs
160
Archived
No
Python Versions
3.12
Wheels
py3
Topics
Tracking Since
January 14, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh