mirror of https://github.com/kubernetes/kops.git
Merge pull request #2298 from justinsb/nvidia_hook
Experimental nvidia driver installation via a hook
This commit is contained in:
commit
db7c973112
|
|
@ -0,0 +1,74 @@
|
||||||
|
# GPU support
|
||||||
|
|
||||||
|
```
|
||||||
|
kops create cluster gpu.example.com --zones us-east-1c --node-size p2.xlarge --node-count 1 --kubernetes-version 1.6.1
|
||||||
|
```
|
||||||
|
|
||||||
|
(Note that the p2.xlarge instance type is not cheap, but no GPU instances are)
|
||||||
|
|
||||||
|
You can use the experimental hooks feature to install the nvidia drivers:
|
||||||
|
|
||||||
|
`> kops edit cluster gpu.example.com`
|
||||||
|
```
|
||||||
|
spec:
|
||||||
|
...
|
||||||
|
hooks:
|
||||||
|
- execContainer:
|
||||||
|
image: kopeio/nvidia-bootstrap:1.6
|
||||||
|
```
|
||||||
|
|
||||||
|
(TODO: Only on instance groups, or have nvidia-bootstrap detect if GPUs are present..)
|
||||||
|
|
||||||
|
In addition, you will likely want to set the `Accelerators=true` feature-flag to kubelet:
|
||||||
|
|
||||||
|
`> kops edit cluster gpu.example.com`
|
||||||
|
```
|
||||||
|
spec:
|
||||||
|
...
|
||||||
|
kubelet:
|
||||||
|
featureGates:
|
||||||
|
Accelerators: "true"
|
||||||
|
```
|
||||||
|
|
||||||
|
`> kops update cluster gpu.example.com --yes`
|
||||||
|
|
||||||
|
|
||||||
|
Here is an example pod that runs tensorflow; note that it mounts libcuda from the host:
|
||||||
|
|
||||||
|
(TODO: Is there some way to have a well-known volume or similar?)
|
||||||
|
|
||||||
|
```
|
||||||
|
apiVersion: v1
|
||||||
|
kind: Pod
|
||||||
|
metadata:
|
||||||
|
name: tf
|
||||||
|
spec:
|
||||||
|
containers:
|
||||||
|
- image: gcr.io/tensorflow/tensorflow:1.0.1-gpu
|
||||||
|
imagePullPolicy: IfNotPresent
|
||||||
|
name: gpu
|
||||||
|
command:
|
||||||
|
- /bin/bash
|
||||||
|
- -c
|
||||||
|
- "cp -d /rootfs/usr/lib/x86_64-linux-gnu/libcuda.* /usr/lib/x86_64-linux-gnu/ && cp -d /rootfs/usr/lib/x86_64-linux-gnu/libnvidia* /usr/lib/x86_64-linux-gnu/ &&/run_jupyter.sh"
|
||||||
|
resources:
|
||||||
|
limits:
|
||||||
|
cpu: 2000m
|
||||||
|
alpha.kubernetes.io/nvidia-gpu: 1
|
||||||
|
volumeMounts:
|
||||||
|
- name: rootfs-usr-lib
|
||||||
|
mountPath: /rootfs/usr/lib
|
||||||
|
volumes:
|
||||||
|
- name: rootfs-usr-lib
|
||||||
|
hostPath:
|
||||||
|
path: /usr/lib
|
||||||
|
```
|
||||||
|
|
||||||
|
To use this particular tensorflow image, you should port-forward and get the URL from the log:
|
||||||
|
|
||||||
|
```
|
||||||
|
kubectl port-forward tf 8888 &
|
||||||
|
kubectl logs tf
|
||||||
|
```
|
||||||
|
|
||||||
|
And browse to the URL printed
|
||||||
|
|
@ -0,0 +1,23 @@
|
||||||
|
# Copyright 2017 The Kubernetes Authors.
|
||||||
|
#
|
||||||
|
# Licensed under the Apache License, Version 2.0 (the "License");
|
||||||
|
# you may not use this file except in compliance with the License.
|
||||||
|
# You may obtain a copy of the License at
|
||||||
|
#
|
||||||
|
# http://www.apache.org/licenses/LICENSE-2.0
|
||||||
|
#
|
||||||
|
# Unless required by applicable law or agreed to in writing, software
|
||||||
|
# distributed under the License is distributed on an "AS IS" BASIS,
|
||||||
|
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||||
|
# See the License for the specific language governing permissions and
|
||||||
|
# limitations under the License.
|
||||||
|
|
||||||
|
all: image
|
||||||
|
|
||||||
|
.PHONY: image push
|
||||||
|
|
||||||
|
image:
|
||||||
|
docker build -t kopeio/nvidia-bootstrap:1.6.0 -f image/Dockerfile image/
|
||||||
|
|
||||||
|
push: image
|
||||||
|
docker push kopeio/nvidia-bootstrap:1.6.0
|
||||||
|
|
@ -0,0 +1,7 @@
|
||||||
|
## NVIDIA Driver Installation
|
||||||
|
|
||||||
|
Using this hook indicates that you agree to the [license](http://www.nvidia.com/content/DriverDownload-March2009/licence.php?lang=us)
|
||||||
|
|
||||||
|
This is an experimental hook for installing the nvidia drivers as part of the kops boot process.
|
||||||
|
|
||||||
|
Please see the [GPU docs](/docs/gpu.md) for more details on how to use this.
|
||||||
|
|
@ -0,0 +1,20 @@
|
||||||
|
# Copyright 2017 The Kubernetes Authors.
|
||||||
|
#
|
||||||
|
# Licensed under the Apache License, Version 2.0 (the "License");
|
||||||
|
# you may not use this file except in compliance with the License.
|
||||||
|
# You may obtain a copy of the License at
|
||||||
|
#
|
||||||
|
# http://www.apache.org/licenses/LICENSE-2.0
|
||||||
|
#
|
||||||
|
# Unless required by applicable law or agreed to in writing, software
|
||||||
|
# distributed under the License is distributed on an "AS IS" BASIS,
|
||||||
|
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||||
|
# See the License for the specific language governing permissions and
|
||||||
|
# limitations under the License.
|
||||||
|
|
||||||
|
FROM alpine:3.5
|
||||||
|
|
||||||
|
RUN apk --no-cache add ca-certificates wget && update-ca-certificates
|
||||||
|
ADD run.sh /run.sh
|
||||||
|
|
||||||
|
CMD /run.sh
|
||||||
|
|
@ -0,0 +1,61 @@
|
||||||
|
# Copyright 2017 The Kubernetes Authors.
|
||||||
|
#
|
||||||
|
# Licensed under the Apache License, Version 2.0 (the "License");
|
||||||
|
# you may not use this file except in compliance with the License.
|
||||||
|
# You may obtain a copy of the License at
|
||||||
|
#
|
||||||
|
# http://www.apache.org/licenses/LICENSE-2.0
|
||||||
|
#
|
||||||
|
# Unless required by applicable law or agreed to in writing, software
|
||||||
|
# distributed under the License is distributed on an "AS IS" BASIS,
|
||||||
|
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||||
|
# See the License for the specific language governing permissions and
|
||||||
|
# limitations under the License.
|
||||||
|
|
||||||
|
#!/bin/sh
|
||||||
|
|
||||||
|
# Simple early detection of nvidia card
|
||||||
|
grep 10de102d /proc/bus/pci/devices || exit 0
|
||||||
|
|
||||||
|
# p2.xlarge
|
||||||
|
# 00f0 10de102d 4b 84000000 100000000c 0 8200000c 0 0 0 1000000 400000000 0 2000000 0 0 0 nvidia
|
||||||
|
|
||||||
|
|
||||||
|
# This is pretty annoying.... note this is installed onto the host
|
||||||
|
chroot /rootfs apt-get update
|
||||||
|
chroot /rootfs apt-get install --yes gcc
|
||||||
|
|
||||||
|
mkdir -p /rootfs/tmp
|
||||||
|
cd /rootfs/tmp
|
||||||
|
# TODO: We can't download over SSL - presents an akamai cert
|
||||||
|
wget http://us.download.nvidia.com/XFree86/Linux-x86_64/375.39/NVIDIA-Linux-x86_64-375.39.run
|
||||||
|
echo '5e5b9fbf12f4f926ed70c1fe39f71d9d9f154abea0268b1cf035982b34bd7c94baef7667e4f647cc19a62702b46f63b3c3df9f1589261f7138ed2ff151af63cc NVIDIA-Linux-x86_64-375.39.run' | sha3sum -c - || exit 1
|
||||||
|
chmod +x NVIDIA-Linux-x86_64-375.39.run
|
||||||
|
chroot /rootfs /tmp/NVIDIA-Linux-x86_64-375.39.run --accept-license --ui=none
|
||||||
|
|
||||||
|
cd /rootfs/tmp
|
||||||
|
wget https://developer.nvidia.com/compute/cuda/8.0/Prod2/local_installers/cuda_8.0.61_375.26_linux-run
|
||||||
|
chmod +x cuda_8.0.61_375.26_linux-run
|
||||||
|
# If we want to install samples as well, add: --samples
|
||||||
|
chroot /rootfs /tmp/cuda_8.0.61_375.26_linux-run --toolkit --silent
|
||||||
|
|
||||||
|
chroot /rootfs nvidia-smi -pm 1
|
||||||
|
chroot /rootfs nvidia-smi -acp 0
|
||||||
|
chroot /rootfs nvidia-smi --auto-boost-default=0
|
||||||
|
chroot /rootfs nvidia-smi --auto-boost-permission=0
|
||||||
|
chroot /rootfs nvidia-smi -ac 2505,875
|
||||||
|
|
||||||
|
|
||||||
|
# TODO: Problem ... why is this needed - why didn't this happen when we installed nvidia-uvm?
|
||||||
|
# TODO: Problem ... we need to restart kubelet
|
||||||
|
|
||||||
|
chroot /rootfs /sbin/modprobe nvidia-uvm
|
||||||
|
|
||||||
|
if [ "$?" -eq 0 ]; then
|
||||||
|
# Find out the major device number used by the nvidia-uvm driver
|
||||||
|
D=`grep nvidia-uvm /proc/devices | awk '{print $1}'`
|
||||||
|
|
||||||
|
chroot /rootfs mknod -m 666 /dev/nvidia-uvm c $D 0
|
||||||
|
else
|
||||||
|
echo "Unable to modprobe nvidia-uvm"
|
||||||
|
fi
|
||||||
Loading…
Reference in New Issue