Enterprise-Grade extensions for PyTorch Lightning
Project description
The deep learning framework to pretrain and finetune AI models -- enterprise-grade extensions
PyTorch Lightning Enterprise is an extension package to PyTorch Lightning containing many enterprise-ready, matured and battle-tested add-ons and plugins to PyTorch Lightning ranging from loggers over low precision support to additional accelerators as well as advanced training regimes.
Contact sales@lightning.ai for for information
Looking for GPUs?
Over 340,000 developers use Lightning Cloud - purpose-built for PyTorch and PyTorch Lightning.
- GPUs from $0.19.
- Clusters: frontier-grade training/inference clusters.
- AI Studio (vibe train): workspaces where AI helps you debug, tune and vibe train.
- AI Studio (vibe deploy): workspaces where AI helps you optimize, and deploy models.
- Notebooks: Persistent GPU workspaces where AI helps you code and analyze.
- Inference: Deploy models as inference APIs.
Why PyTorch Lightning?
Training models in plain PyTorch is tedious and error-prone - you have to manually handle things like backprop, mixed precision, multi-GPU, and distributed training, often rewriting code for every new project. PyTorch Lightning organizes PyTorch code to automate those complexities so you can focus on your model and data, while keeping full control and scaling from CPU to multi-node without changing your core code. But if you want control of those things, you can still opt into expert-level control.
Fun analogy: If PyTorch is Javascript, PyTorch Lightning is ReactJS or NextJS.
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distributions
Built Distributions
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file pytorch_lightning_enterprise-2.6.0-py314-none-any.whl.
File metadata
- Download URL: pytorch_lightning_enterprise-2.6.0-py314-none-any.whl
- Upload date:
- Size: 233.7 kB
- Tags: Python 3.14
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
60823848abcfee2afd14ec279aa4a00c4a4124a33169ef7a51e8f35080dc68f6
|
|
| MD5 |
2ef0ac55d4783ffa935b2306fa08b32c
|
|
| BLAKE2b-256 |
3a63561c9b19ed01f88403f553f7d8655def35e7bf6899c879445b5ea582f2e9
|
Provenance
The following attestation bundles were made for pytorch_lightning_enterprise-2.6.0-py314-none-any.whl:
Publisher:
release.yaml on Lightning-AI/pytorch-lightning-enterprise
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pytorch_lightning_enterprise-2.6.0-py314-none-any.whl -
Subject digest:
60823848abcfee2afd14ec279aa4a00c4a4124a33169ef7a51e8f35080dc68f6 - Sigstore transparency entry: 708514754
- Sigstore integration time:
-
Permalink:
Lightning-AI/pytorch-lightning-enterprise@49b87bd9938067a89216220bc3582a77468cafdd -
Branch / Tag:
refs/tags/v2.6.0 - Owner: https://github.com/Lightning-AI
-
Access:
private
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
release.yaml@49b87bd9938067a89216220bc3582a77468cafdd -
Trigger Event:
release
-
Statement type:
File details
Details for the file pytorch_lightning_enterprise-2.6.0-py313-none-any.whl.
File metadata
- Download URL: pytorch_lightning_enterprise-2.6.0-py313-none-any.whl
- Upload date:
- Size: 213.8 kB
- Tags: Python 3.13
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
0392e6ce583e03de50b4954a8f718a3e7a6a6f9bf430a06ce21860a4d6d3c22c
|
|
| MD5 |
478ea6fdd338b27a47346520aaa6b95f
|
|
| BLAKE2b-256 |
e7ce8da8d3d19e86db552b69056ff2732de46c33cb5248c5d8a93b9aa7363ffd
|
Provenance
The following attestation bundles were made for pytorch_lightning_enterprise-2.6.0-py313-none-any.whl:
Publisher:
release.yaml on Lightning-AI/pytorch-lightning-enterprise
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pytorch_lightning_enterprise-2.6.0-py313-none-any.whl -
Subject digest:
0392e6ce583e03de50b4954a8f718a3e7a6a6f9bf430a06ce21860a4d6d3c22c - Sigstore transparency entry: 708514758
- Sigstore integration time:
-
Permalink:
Lightning-AI/pytorch-lightning-enterprise@49b87bd9938067a89216220bc3582a77468cafdd -
Branch / Tag:
refs/tags/v2.6.0 - Owner: https://github.com/Lightning-AI
-
Access:
private
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
release.yaml@49b87bd9938067a89216220bc3582a77468cafdd -
Trigger Event:
release
-
Statement type:
File details
Details for the file pytorch_lightning_enterprise-2.6.0-py312-none-any.whl.
File metadata
- Download URL: pytorch_lightning_enterprise-2.6.0-py312-none-any.whl
- Upload date:
- Size: 212.1 kB
- Tags: Python 3.12
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
fecf883290ee42330ea40b0bab00d541b5205ab3828c263bb0893cc263d39b39
|
|
| MD5 |
0ad19ce0116b3ae468c20f2b8922c714
|
|
| BLAKE2b-256 |
f1b8da134bf6f5394138a0e28b4223cbf350aa75130f09ff16627b72b2ebba24
|
Provenance
The following attestation bundles were made for pytorch_lightning_enterprise-2.6.0-py312-none-any.whl:
Publisher:
release.yaml on Lightning-AI/pytorch-lightning-enterprise
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pytorch_lightning_enterprise-2.6.0-py312-none-any.whl -
Subject digest:
fecf883290ee42330ea40b0bab00d541b5205ab3828c263bb0893cc263d39b39 - Sigstore transparency entry: 708514750
- Sigstore integration time:
-
Permalink:
Lightning-AI/pytorch-lightning-enterprise@49b87bd9938067a89216220bc3582a77468cafdd -
Branch / Tag:
refs/tags/v2.6.0 - Owner: https://github.com/Lightning-AI
-
Access:
private
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
release.yaml@49b87bd9938067a89216220bc3582a77468cafdd -
Trigger Event:
release
-
Statement type:
File details
Details for the file pytorch_lightning_enterprise-2.6.0-py311-none-any.whl.
File metadata
- Download URL: pytorch_lightning_enterprise-2.6.0-py311-none-any.whl
- Upload date:
- Size: 219.1 kB
- Tags: Python 3.11
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
52b6ebd01c2b65aac1e52dcc16d4c351b0cf73bc35f4e9b27597c0e2a1ec8637
|
|
| MD5 |
a20eddaefc575c7fc5ae88c9f62131ba
|
|
| BLAKE2b-256 |
338e1ce9adbd4e17fa4a0de5b9a1a365a48caffd5736b8cfe247ad02b380437c
|
Provenance
The following attestation bundles were made for pytorch_lightning_enterprise-2.6.0-py311-none-any.whl:
Publisher:
release.yaml on Lightning-AI/pytorch-lightning-enterprise
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pytorch_lightning_enterprise-2.6.0-py311-none-any.whl -
Subject digest:
52b6ebd01c2b65aac1e52dcc16d4c351b0cf73bc35f4e9b27597c0e2a1ec8637 - Sigstore transparency entry: 708514752
- Sigstore integration time:
-
Permalink:
Lightning-AI/pytorch-lightning-enterprise@49b87bd9938067a89216220bc3582a77468cafdd -
Branch / Tag:
refs/tags/v2.6.0 - Owner: https://github.com/Lightning-AI
-
Access:
private
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
release.yaml@49b87bd9938067a89216220bc3582a77468cafdd -
Trigger Event:
release
-
Statement type:
File details
Details for the file pytorch_lightning_enterprise-2.6.0-py310-none-any.whl.
File metadata
- Download URL: pytorch_lightning_enterprise-2.6.0-py310-none-any.whl
- Upload date:
- Size: 154.9 kB
- Tags: Python 3.10
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
e0d7ae9345cd0abae0ab8919d5d927b3111a12f2268a77b3a68513b9923c3ed7
|
|
| MD5 |
0608211a3d12589cc60056ff9fffe5c0
|
|
| BLAKE2b-256 |
a20e4d519ece13da63a1c4175df8a981e70aed17e5b73a8161b2a71080c771c1
|
Provenance
The following attestation bundles were made for pytorch_lightning_enterprise-2.6.0-py310-none-any.whl:
Publisher:
release.yaml on Lightning-AI/pytorch-lightning-enterprise
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pytorch_lightning_enterprise-2.6.0-py310-none-any.whl -
Subject digest:
e0d7ae9345cd0abae0ab8919d5d927b3111a12f2268a77b3a68513b9923c3ed7 - Sigstore transparency entry: 708514757
- Sigstore integration time:
-
Permalink:
Lightning-AI/pytorch-lightning-enterprise@49b87bd9938067a89216220bc3582a77468cafdd -
Branch / Tag:
refs/tags/v2.6.0 - Owner: https://github.com/Lightning-AI
-
Access:
private
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
release.yaml@49b87bd9938067a89216220bc3582a77468cafdd -
Trigger Event:
release
-
Statement type: