Backend.AI agent kernels in various programming languages / toolkits and frameworks.
Here we list the latest versions of our supported kernel images.
"*" in the Query mode column means that it supports preservation of global contexts across different query runs.
| Language | Image Name | Version | Batch | Query | Input Hook | TTY | Runtime Impl. |
|---|---|---|---|---|---|---|---|
| C | lablup/kernel-c |
6.3 | O | O | O | GCC on Alpine 3.6 | |
| C++ (14) | lablup/kernel-cpp |
6.3 | O | O | GCC on Alpine 3.6 | ||
| Go | lablup/kernel-go |
1.9 | O | O | |||
| Haskell | lablup/kernel-haskell |
8.2 | O | O | |||
| Java | lablup/kernel-java |
8.0 | O | O | |||
| Linux Console | lablup/kernel-git |
- | - | - | - | O | Bash on Alpine 3.6 |
| Lua | lablup/kernel-lua |
5.3 | O | O | |||
| Node.js | lablup/kernel-nodejs |
6.11 | O | O | |||
| Octave | lablup/kernel-octave |
4.2 | O | O | |||
lablup/kernel-python |
2.7 | O | O | O | temporarily unsupported | ||
| Python | lablup/kernel-python |
3.6 | O | O* | O | ||
| Rust | lablup/kernel-rust |
1.17 | O | O | |||
| PHP | lablup/kernel-php |
7.1 | O | O | |||
| R | lablup/kernel-r |
3.3 | O | O | CRAN R |
| Deep-Learning Framework | Image Name | Version | Batch | Query | Input Hook | TTY | Runtime Impl. |
|---|---|---|---|---|---|---|---|
| TensorFlow | lablup/kernel-python-tensorflow |
1.4 | O | O* | O | Bundled w/Keras 2 | |
| TensorFlow | lablup/kernel-python-tensorflow |
1.3 | O | O* | O | Bundled w/Keras 2 | |
| PyTorch | lablup/kernel-python-torch |
0.2 | O | O* | O | ||
| Theano | lablup/kernel-python-theano |
1.0 | O | O* | O | Bundled w/Keras 2 | |
| CNTK | lablup/kernel-python-cntk |
(WIP) | O | O* | O | Bundled w/Keras 2 |
Kernels have dependencies to reduce total amount of storage, especailly for faster agent / instance setup and cost reduction. Default docker images are:
base-alpine(smallest base image)base-debian(easier to compile common frameworks with libraries)base-ubuntu(heaviest but best compatibility)
| base-alpine | base-debian | base-ubuntu |
|---|---|---|
| base-python-minimal-2.7 | ||
| base-python-minimal-3.6 | base-python-minimal-3.6 | base-python-minimal-3.6 |
| base-python-wheels-2.7 | ||
| base-python-wheels-3.6 | ||
| c-gcc6.3-alpine | ||
| cpp-gcc6.3-alpine | ||
| java-8-alpine | ||
| rust-1.17-alpine | ||
| git-3.6-alpine | ||
| go-1.8-alpine | ||
| go-1.9-alpine | ||
| haskell-ghc8.2-debian | ||
| octave-4.2-debian | ||
| r-3.3-alpine | ||
| lua-5.1-alpine | ||
| lua-5.2-alpine | ||
| lua-5.3-alpine | ||
| php-7-alpine | ||
| nodejs-6-alpine | ||
| julia-0.6-debian | ||
| r-3.3-alpine | ||
| bazel-0.7-debian | ||
| cuda-8.0-cudnn-6.0 | ||
| python-caffe-1.0-py36 | ||
| python-torch-0.2-py36 | ||
| python-torch-0.2-py36-gpu | ||
| python-cntk-2.2-py36 | ||
| tensorflow-1.4-py36-dense | ||
| tensorflow-1.4-py36-dense-gpu | ||
| tensorflow-1.3-py36-dense | ||
| tensorflow-1.3-py36-dense-gpu |
For the complete build chain, please refer build.py for more information.