Merge branch '20.12' of https://github.com/lablup/backend.ai-kernels into 20.12

Author: hephaex

README.md

@@ -13,7 +13,7 @@ Here we list the latest versions of our supported kernel images.
 | Deep-Learning Framework | Image Name                 | Version | Batch | Query | Input Hook | TTY | Runtime Impl.     |
 |-------------------------|----------------------------|---------|-------|-------|------------|-----|-------------------|
 | TensorFlow              | `lablup/python-tensorflow` | 1.14.0  | O     | O\*   | O          |     | Bundled w/Keras 2 |
-| TensorFlow              | `lablup/python-tensorflow` | 1.15.0  | O     | O\*   | O          |     | Bundled w/Keras 2 |
+| TensorFlow              | `lablup/python-tensorflow` | 1.15.4  | O     | O\*   | O          |     | Bundled w/Keras 2 |
 | TensorFlow              | `lablup/python-tensorflow` | 2.0.3   | O     | O\*   | O          |     | Bundled w/Keras 2 |
 | TensorFlow              | `lablup/python-tensorflow` | 2.1.2   | O     | O\*   | O          |     | Bundled w/Keras 2 |
 | TensorFlow              | `lablup/python-tensorflow` | 2.2.1   | O     | O\*   | O          |     | Bundled w/Keras 2 |
@@ -22,12 +22,13 @@ Here we list the latest versions of our supported kernel images.
 | PyTorch                 | `lablup/python-torch`      | 1.4     | O     | O\*   | O          |     |                   |
 | PyTorch                 | `lablup/python-torch`      | 1.5     | O     | O\*   | O          |     |                   |
 | PyTorch                 | `lablup/python-torch`      | 1.6     | O     | O\*   | O          |     |                   |
+| PyTorch                 | `lablup/python-torch`      | 1.7     | O     | O\*   | O          |     |                   |
 | CNTK                    | `lablup/python-cntk`       | 2.6     | O     | O\*   | O          |     |                   |
 | CNTK                    | `lablup/python-cntk`       | 2.7     | O     | O\*   | O          |     |                   |
 | MXnet                   | `lablup/python-mxnet`      | 1.4.1   | O     | O\*   | O          |     | Bundled w/Keras 2 |
 | MXnet                   | `lablup/python-mxnet`      | 1.5.1   | O     | O\*   | O          |     | Bundled w/Keras 2 |
 | MXnet                   | `lablup/python-mxnet`      | 1.6.0   | O     | O\*   | O          |     | Bundled w/Keras 2 |
-| All-in-one Environment  | `lablup/python-ff`         | 20.07   | O     | O\*   | O          |     |                   |
+| All-in-one Environment  | `lablup/python-ff`         | 20.09   | O     | O\*   | O          |     |                   |
 
 ### Warrented Images (NGC, Nvidia GPU Cloud)
 | Deep-Learning Framework | Image Name              | Version       | Batch | Query | Input Hook | TTY | Runtime Impl.     |
@@ -58,6 +59,10 @@ Here we list the latest versions of our supported kernel images.
 | NGC-TensorFlow          | `lablup/ngc-tensorflow` | 20.08-tf2-py3 | O     | O\*   | O          |     | Bundled w/Keras 2 |
 | NGC-TensorFlow          | `lablup/ngc-tensorflow` | 20.09-tf1-py3 | O     | O\*   | O          |     | Bundled w/Keras 2 |
 | NGC-TensorFlow          | `lablup/ngc-tensorflow` | 20.09-tf2-py3 | O     | O\*   | O          |     | Bundled w/Keras 2 |
+| NGC-TensorFlow          | `lablup/ngc-tensorflow` | 20.10-tf1-py3 | O     | O\*   | O          |     | Bundled w/Keras 2 |
+| NGC-TensorFlow          | `lablup/ngc-tensorflow` | 20.10-tf2-py3 | O     | O\*   | O          |     | Bundled w/Keras 2 |
+| NGC-TensorFlow          | `lablup/ngc-tensorflow` | 20.11-tf1-py3 | O     | O\*   | O          |     | Bundled w/Keras 2 |
+| NGC-TensorFlow          | `lablup/ngc-tensorflow` | 20.11-tf2-py3 | O     | O\*   | O          |     | Bundled w/Keras 2 |
 | NGC-Pytorch             | `lablup/ngc-pytorch`    | 19.07-py3     | O     | O\*   | O          |     |                   |
 | NGC-Pytorch             | `lablup/ngc-pytorch`    | 19.08-py3     | O     | O\*   | O          |     |                   |
 | NGC-Pytorch             | `lablup/ngc-pytorch`    | 19.09-py3     | O     | O\*   | O          |     |                   |
@@ -71,6 +76,8 @@ Here we list the latest versions of our supported kernel images.
 | NGC-Pytorch             | `lablup/ngc-pytorch`    | 20.07-py3     | O     | O\*   | O          |     |                   |
 | NGC-Pytorch             | `lablup/ngc-pytorch`    | 20.08-py3     | O     | O\*   | O          |     |                   |
 | NGC-Pytorch             | `lablup/ngc-pytorch`    | 20.09-py3     | O     | O\*   | O          |     |                   |
+| NGC-Pytorch             | `lablup/ngc-pytorch`    | 20.10-py3     | O     | O\*   | O          |     |                   |
+| NGC-Pytorch             | `lablup/ngc-pytorch`    | 20.11-py3     | O     | O\*   | O          |     |                   |
 | NGC-MXNet               | `lablup/ngc-mxnet`      | 19.07-py3     | O     | O\*   | O          |     | Bundled w/Keras 2 |
 | NGC-MXNet               | `lablup/ngc-mxnet`      | 19.08-py3     | O     | O\*   | O          |     | Bundled w/Keras 2 |
 | NGC-MXNet               | `lablup/ngc-mxnet`      | 19.09-py3     | O     | O\*   | O          |     | Bundled w/Keras 2 |

vendor/ngc-pytorch/Dockerfile.20.12-py3

@@ -204,6 +204,7 @@ RUN ldconfig /usr/local/cuda/targets/x86_64-linux/lib/stubs && \
 RUN python3 -m pip install --no-cache-dir \
     	    mpi4py==3.0.3 \
 	    nni==1.9 \
+	    mlflow==1.13 \
 	    scikit-nni==0.2.1
 
 RUN jupyter nbextensions_configurator enable && \
@@ -246,8 +247,7 @@ LABEL ai.backend.kernelspec="1" \
       ai.backend.base-distro="ubuntu16.04" \
       ai.backend.runtime-type="python" \
       ai.backend.runtime-path="/opt/conda/bin/python3" \
-      ai.backend.service-ports="ipython:pty:3000,jupyter:http:8080,jupyterlab:http:8090,vscode:http:8180,tensorboard:http:6006"
-
+      ai.backend.service-ports="ipython:pty:3000,jupyter:http:8091,jupyterlab:http:8090,vscode:http:8180,tensorboard:http:6006,mlflow-ui:http:5000,nniboard:http:8080"
 
 WORKDIR /home/work
 # vim: ft=dockerfile