Kaldi Release 23.05

Kaldi Release 23.05 (PDF)

The NVIDIA container image for Kaldi, release 23.05 is available on NGC.

Contents of the Kaldi container

This container image contains the complete source of the version of Kaldi in the /opt/kaldi directory. The container also includes the following:

Driver Requirements

Release 23.05 is based on CUDA 12.1.1, which requires NVIDIA Driver release 530 or later. However, if you are running on a data center GPU (for example, T4 or any other data center GPU), you can use NVIDIA driver release 450.51 (or later R450), 470.57 (or later R470), 510.47 (or later R510), 515.65 (or later R515), 525.85 (or later R525), or 530.30 (or later R530). The CUDA driver's compatibility package only supports particular drivers. Thus, users should upgrade from all R418, R440, R460, and R520 drivers, which are not forward-compatible with CUDA 12.1. For a complete list of supported drivers, see the CUDA Application Compatibility topic. For more information, see CUDA Compatibility and Upgrades.

GPU Requirements

Release 23.05 supports CUDA compute capability 6.0 and later. This corresponds to GPUs in the NVIDIA Pascal™, NVIDIA Volta™, NVIDIA Turing™, NVIDIA Ampere architecture, NVIDIA Hopper™, and NVIDIA Ada Lovelace architecture families. Specifically, for a list of GPUs that this compute capability corresponds to, see CUDA GPUs. For additional support details, see Deep Learning Frameworks Support Matrix.

Key Features and Enhancements

This Kaldi release includes the following key features and enhancements.

Packaged scripts

The Kaldi container comes with the following scripts:

  • /workspace/nvidia-examples/librispeech/prepare_data.sh, which downloads a trained model and data.
  • /workspace/nvidia-examples/librispeech/run_benchmark.sh, which runs inference on the trained model and data.

    Setting the ONLINE=1 environment variable makes the benchmark script run in online mode.

NVIDIA Kaldi Container Versions

The following table shows what versions of Ubuntu, CUDA, Kaldi, and TensorRT are supported in each of the NVIDIA containers for Kaldi. For older container versions, refer to the Frameworks Support Matrix.

Container Version Ubuntu CUDA Toolkit Kaldi TensorRT
23.05 22.04 NVIDIA CUDA 12.1.1 5.5 up to commit 26b9f648 TensorRT 8.6.1.2
23.04 20.04 NVIDIA CUDA 12.1.0 TensorRT 8.6.1
23.03 TensorRT 8.5.3
23.02 NVIDIA CUDA 12.0.1
23.01 TensorRT 8.5.2.2
22.12 NVIDIA CUDA 11.8.0 TensorRT 8.5.1
22.11
22.10 TensorRT 8.5.0.12
22.09
22.08 NVIDIA CUDA 11.7.1 TensorRT 8.4.2.4
22.07 NVIDIA CUDA 11.7 Update 1 Preview TensorRT 8.4.1
22.06 TensorRT 8.2.5
22.05 NVIDIA CUDA 11.7.0
22.04 NVIDIA CUDA 11.6.2 TensorRT 8.2.4.2
22.03 NVIDIA CUDA 11.6.1 TensorRT 8.2.3
22.02 NVIDIA CUDA 11.6.0 TensorRT 8.2.3
22.01 TensorRT 8.2.2
21.12 NVIDIA CUDA 11.5.0 5.5 up to commit c6772ba4 TensorRT 8.2.1.8
21.11 5.5 up to commit c6772ba4

TensorRT 8.0.3.4

21.10 NVIDIA CUDA 11.4.2 with cuBLAS 11.6.5.2 5.5 up to commit 2897564e
21.09 NVIDIA CUDA 11.4.2 5.5 up to commit 40573bb TensorRT 8.0.3
21.08 NVIDIA CUDA 11.4.1 5.5 up to commit 851a0a79 TensorRT 8.0.1.6
21.07 NVIDIA CUDA 11.4.0 5.5 up to commit 9bca2777
21.06 NVIDIA CUDA 11.3.1 5.5 up to commit b1786aa5 TensorRT 7.2.3.4
21.05 NVIDIA CUDA 11.3.0 5.5 up to commit e92970ae
21.04 5.5 up to commit ec554a7c
21.03 NVIDIA CUDA 11.2.1 5.5 up to commit 376281ca TensorRT 7.2.2.3
21.02 NVIDIA CUDA 11.2.0 5.5 up to commit b78fdcaf TensorRT 7.2.2.3+cuda11.1.0.024
20.12 NVIDIA CUDA 11.1.1 5.5 up to commit 7905fe5a TensorRT 7.2.2
20.11

18.04

NVIDIA CUDA 11.1.0 5.5 up to commit edf6963c TensorRT 7.2.1
20.10 5.5 up to commit 49dab837
20.09 NVIDIA CUDA 11.0.3 5.5 up to commit 8372cc6a TensorRT 7.1.3
20.08 5.5 up to commit f88d5a36
20.07 NVIDIA CUDA 11.0.194 5.5 up to commit 67db30cc
20.06 NVIDIA CUDA 11.0.167 5.5 up to commit 2c7e78f TensorRT 7.1.2
20.03 NVIDIA CUDA 10.2.89 5.5 up to commit da71f301 TensorRT 7.0.0

20.02

20.01

5.5

19.12

19.11

TensorRT 6.0.1
19.10 NVIDIA CUDA 10.1.243
19.09
19.08 TensorRT 5.1.5

Known Issues

None.

© Copyright 2023, NVIDIA. Last updated on Jul 26, 2023.