Merlin HugeCTR Support Matrix#
This container enables you to train and deploy NVTabular workflows and HugeCTR models to the Triton Inference Server for production.
23.xx Container Images#
Container Release |
Release 23.05 |
Release 23.04 |
Release 23.02 |
|---|---|---|---|
DGX |
|||
DGX System |
|
|
|
Operating System |
Ubuntu 20.04.5 LTS |
Ubuntu 20.04.5 LTS |
Ubuntu 20.04.5 LTS |
NVIDIA Certified Systems |
|||
NVIDIA Driver |
NVIDIA Driver version 465.19.01 or later is required. However, if you’re running on Data Center GPUs (formerly Tesla) such as T4, you can use any of the following NVIDIA Driver versions:
Note: The CUDA Driver Compatibility Package does not support all drivers. |
NVIDIA Driver version 465.19.01 or later is required. However, if you’re running on Data Center GPUs (formerly Tesla) such as T4, you can use any of the following NVIDIA Driver versions:
Note: The CUDA Driver Compatibility Package does not support all drivers. |
NVIDIA Driver version 465.19.01 or later is required. However, if you’re running on Data Center GPUs (formerly Tesla) such as T4, you can use any of the following NVIDIA Driver versions:
Note: The CUDA Driver Compatibility Package does not support all drivers. |
GPU Model |
|||
Base Container Image |
|||
Container Operating System |
Ubuntu 20.04.5 LTS |
Ubuntu 20.04.5 LTS |
Ubuntu 20.04.5 LTS |
Base Container |
Triton version 23.02 |
Triton version 23.02 |
Triton version 22.12 |
CUDA |
12.0.1.011 |
12.0.1.011 |
11.8.0.065 |
RMM |
22.12.00 |
22.12.00 |
22.08.00a+62.gf6bf047.dirty |
cuDF |
22.12.00 |
22.12.00 |
22.08.00a+304.g6ca81bbc78.dirty |
cuDNN |
8.7.0.84+cuda11.8 |
8.7.0.84+cuda11.8 |
8.7.0.84 |
Merlin Core |
23.5.0 |
23.4.0 |
23.2.0 |
Merlin Dataloader |
23.5.0 |
23.4.0 |
23.2.0 |
Merlin Models |
23.5.0 |
23.4.0 |
23.2.0 |
Merlin Systems |
23.5.0 |
23.4.0 |
23.2.0 |
Distributed Embeddings |
Not applicable |
Not applicable |
Not applicable |
NVTabular |
23.5.0 |
23.4.0 |
23.2.0 |
Transformers4Rec |
23.5.0 |
23.4.0 |
23.2.0 |
HugeCTR |
23.5.0 |
23.4.0 |
23.2.0 |
Triton Inference Server |
2.31.0 |
2.31.0 |
2.29.0 |
Compressed Size |
7.47 GB |
7.38 GB |
5.42 GB |
22.xx Container Images#
Container Release |
Release 22.12 |
Release 22.11 |
Release 22.10 |
Release 22.09 |
Release 22.07 |
Release 22.06 |
|---|---|---|---|---|---|---|
DGX |
||||||
DGX System |
|
|
|
|
|
|
Operating System |
Ubuntu 20.04.5 LTS |
Ubuntu 20.04.4 LTS |
Ubuntu 20.04.4 LTS |
Ubuntu 20.04.4 LTS |
Ubuntu 20.04.4 LTS |
Ubuntu 20.04.4 LTS |
NVIDIA Certified Systems |
||||||
NVIDIA Driver |
NVIDIA Driver version 465.19.01 or later is required. However, if you’re running on Data Center GPUs (formerly Tesla) such as T4, you can use any of the following NVIDIA Driver versions:
Note: The CUDA Driver Compatibility Package does not support all drivers. |
NVIDIA Driver version 465.19.01 or later is required. However, if you’re running on Data Center GPUs (formerly Tesla) such as T4, you can use any of the following NVIDIA Driver versions:
Note: The CUDA Driver Compatibility Package does not support all drivers. |
NVIDIA Driver version 465.19.01 or later is required. However, if you’re running on Data Center GPUs (formerly Tesla) such as T4, you can use any of the following NVIDIA Driver versions:
Note: The CUDA Driver Compatibility Package does not support all drivers. |
NVIDIA Driver version 465.19.01 or later is required. However, if you’re running on Data Center GPUs (formerly Tesla) such as T4, you can use any of the following NVIDIA Driver versions:
Note: The CUDA Driver Compatibility Package does not support all drivers. |
NVIDIA Driver version 465.19.01 or later is required. However, if you’re running on Data Center GPUs (formerly Tesla) such as T4, you can use any of the following NVIDIA Driver versions:
Note: The CUDA Driver Compatibility Package does not support all drivers. |
NVIDIA Driver version 465.19.01 or later is required. However, if you’re running on Data Center GPUs (formerly Tesla) such as T4, you can use any of the following NVIDIA Driver versions:
Note: The CUDA Driver Compatibility Package does not support all drivers. |
GPU Model |
||||||
Base Container Image |
||||||
Container Operating System |
Ubuntu 20.04.5 LTS |
Ubuntu 20.04.4 LTS |
Ubuntu 20.04.4 LTS |
Ubuntu 20.04.4 LTS |
Ubuntu 20.04.4 LTS |
Ubuntu 20.04.4 LTS |
Base Container |
Triton version 22.10 |
Triton version 22.08 |
Triton version 22.08 |
Triton version 22.08 |
Triton version 22.05 |
Triton version 22.05 |
CUDA |
11.8.0.065 |
11.7.1.017 |
11.7.1.017 |
11.7.1.017 |
11.7.1.014 |
11.7.0.022 |
RMM |
22.08.00a+62.gf6bf047.dirty |
22.06.00a+76.g185c18e6 |
22.06.00a+76.g185c18e6 |
22.06.00a+76.g185c18e6 |
21.12.0 |
21.12.0 |
cuDF |
22.08.00a+304.g6ca81bbc78.dirty |
22.06.00a+319.g97422602b8 |
22.06.00a+319.g97422602b8 |
22.06.00a+319.g97422602b8 |
22.4.0 |
22.4.0 |
cuDNN |
8.7.0.80 |
8.5.0.96 |
8.5.0.96 |
8.5.0.96 |
8.4.1.50+cuda11.6 |
8.4.0.27+cuda11.6 |
Merlin Core |
0.10.0 |
0.9.0 |
0.8.0 |
0.7.0 |
0.5.0+1.g1354dcf |
0.4.0 |
Merlin Dataloader |
0.0.4 |
0.0.3 |
Not applicable |
Not applicable |
Not applicable |
Not applicable |
Merlin Models |
0.11.0 |
0.10.0 |
0.9.0 |
0.8.0 |
0.6.0+8.g042ee198 |
0.5.0+7.g886cf6de |
Merlin Systems |
0.9.0 |
0.8.0 |
0.7.0 |
0.6.0 |
0.4.0+2.gf1e2bf5 |
0.3.0+1.g712b04d |
Distributed Embeddings |
Not applicable |
Not applicable |
Not applicable |
Not applicable |
Not applicable |
Not applicable |
NVTabular |
1.8.0 |
1.7.0 |
1.6.0 |
1.5.0 |
1.3.3+1.g32ed5fa12 |
1.2.2 |
Transformers4Rec |
0.1.16 |
0.1.15 |
0.1.14 |
0.1.13 |
0.1.11+1.g3367d725 |
0.1.10 |
HugeCTR |
4.2.0 |
4.1.1 |
4.1.1 |
4.0.0 |
3.8.0 |
3.7.0 |
Triton Inference Server |
2.28.0 |
2.25.0 |
2.25.0 |
2.25.0 |
2.23.0 |
2.22.0 |
Compressed Size |
11.52 GB |
10.26 GB |
11.49 GB |
10.83 GB |
7.15 GB |
6.57 GB |