Add pretrain info to readme and docs (#1523)

README.md

@@ -13,6 +13,10 @@ Lightly SSL is a computer vision framework for self-supervised learning.
 - [Github](https://github.com/lightly-ai/lightly)
 - [Discord](https://discord.gg/xvNJW94) (We have weekly paper sessions!)
 
+For a commercial version with more features, including Docker support and pretraining
+models for embedding, classification, detection, and segmentation tasks with
+a single command, please contact [email protected].
+
 We've also built a whole platform on top, with additional features for active learning
 and [data curation](https://docs.lightly.ai/docs/what-is-lightly). If you're interested in the
 Lightly Worker Solution to easily process millions of samples and run [powerful algorithms](https://docs.lightly.ai/docs/selection)
@@ -277,7 +281,7 @@ See the [benchmarking scripts](./benchmarks/imagenet/resnet50/) for details.
 | BarlowTwins     | Res50    | 256        | 100    | 62.9        | 72.6          | 45.6     | [link](https://tensorboard.dev/experiment/NxyNRiQsQjWZ82I9b0PvKg/) | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_barlowtwins_2023-08-18_00-11-03/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt) |
 | BYOL            | Res50    | 256        | 100    | 62.5        | 74.5          | 46.0     | -                                                                  | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_byol_2024-02-14_16-10-09/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt)        |
 | DINO            | Res50    | 128        | 100    | 68.2        | 72.5          | 49.9     | [link](https://tensorboard.dev/experiment/DvKHX9sNSWWqDrRksllPLA)  | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_dino_2023-06-06_13-59-48/pretrain/version_0/checkpoints/epoch%3D99-step%3D1000900.ckpt)       |
-| MAE             | ViT-B/16 | 256        | 100    | 46.0        | 81.3          | 11.2     | -  | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_vitb16_mae_2024-02-25_19-57-30/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt)      |
+| MAE             | ViT-B/16 | 256        | 100    | 46.0        | 81.3          | 11.2     | -                                                                  | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_vitb16_mae_2024-02-25_19-57-30/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt)           |
 | MoCoV2          | Res50    | 256        | 100    | 61.5        | 74.3          | 41.8     | -                                                                  | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_mocov2_2024-02-18_10-29-14/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt)      |
 | SimCLR\*        | Res50    | 256        | 100    | 63.2        | 73.9          | 44.8     | [link](https://tensorboard.dev/experiment/Ugol97adQdezgcVibDYMMA)  | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_simclr_2023-06-22_09-11-13/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt)      |
 | SimCLR\* + DCL  | Res50    | 256        | 100    | 65.1        | 73.5          | 49.6     | [link](https://tensorboard.dev/experiment/k4ZonZ77QzmBkc0lXswQlg/) | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_dcl_2023-07-04_16-51-40/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt)         |

docs/source/index.rst

@@ -28,6 +28,10 @@ Lightly SSL has been built to help you understand and work with large unlabeled
 datasets. It is built on top of PyTorch and therefore fully compatible with 
 other frameworks such as Fast.ai.
 
+For a commercial version with more features, including Docker support and pretraining
+models for embedding, classification, detection, and segmentation tasks with
+a single command, please contact [email protected].
+
 
 Lightly AI
 ----------