-
Notifications
You must be signed in to change notification settings - Fork 1k
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
Signed-off-by: peiniliu <[email protected]>
- Loading branch information
Showing
8 changed files
with
322 additions
and
49 deletions.
There are no files selected for viewing
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,133 @@ | ||
# GPU Number User guide | ||
|
||
## Environment setup | ||
|
||
### Install volcano | ||
|
||
|
||
#### 1. Install from source | ||
|
||
Refer to [Install Guide](../../installer/README.md) to install volcano. | ||
|
||
After installed, update the scheduler configuration: | ||
|
||
```shell script | ||
kubectl edit cm -n volcano-system volcano-scheduler-configmap | ||
``` | ||
|
||
```yaml | ||
kind: ConfigMap | ||
apiVersion: v1 | ||
metadata: | ||
name: volcano-scheduler-configmap | ||
namespace: volcano-system | ||
data: | ||
volcano-scheduler.conf: | | ||
actions: "enqueue, allocate, backfill" | ||
tiers: | ||
- plugins: | ||
- name: priority | ||
- name: gang | ||
- name: conformance | ||
- plugins: | ||
- name: drf | ||
- name: predicates | ||
arguments: | ||
predicate.GPUNumberEnable: true # enable gpu number | ||
- name: proportion | ||
- name: nodeorder | ||
- name: binpack | ||
``` | ||
#### 2. Install from release package. | ||
Same as above, after installed, update the scheduler configuration in `volcano-scheduler-configmap` configmap. | ||
|
||
### Install Volcano device plugin | ||
|
||
Please refer to [volcano device plugin](https://github.com/volcano-sh/devices/blob/master/README.md#quick-start) | ||
|
||
* Remember to config volcano device plugin to support gpu-number, users need to config volcano device plugin --gpu-strategy=number. For more information [volcano device plugin configuration](https://github.com/volcano-sh/devices/blob/master/doc/config.md) | ||
|
||
### Verify environment is ready | ||
|
||
Check the node status, it is ok `volcano.sh/gpu-number` is included in the allocatable resources. | ||
|
||
```shell script | ||
$ kubectl get node {node name} -oyaml | ||
... | ||
Capacity: | ||
attachable-volumes-gce-pd: 127 | ||
cpu: 2 | ||
ephemeral-storage: 98868448Ki | ||
hugepages-1Gi: 0 | ||
hugepages-2Mi: 0 | ||
memory: 7632596Ki | ||
pods: 110 | ||
volcano.sh/gpu-memory: 0 | ||
volcano.sh/gpu-number: 1 | ||
Allocatable: | ||
attachable-volumes-gce-pd: 127 | ||
cpu: 1930m | ||
ephemeral-storage: 47093746742 | ||
hugepages-1Gi: 0 | ||
hugepages-2Mi: 0 | ||
memory: 5752532Ki | ||
pods: 110 | ||
volcano.sh/gpu-memory: 0 | ||
volcano.sh/gpu-number: 1 | ||
``` | ||
|
||
### Running Jobs With Multiple GPU Cards | ||
|
||
Jobs can have multiple exclusive NVIDIA GPUs cards via defining container level resource requirements `volcano.sh/gpu-number`: | ||
```shell script | ||
$ cat <<EOF | kubectl apply -f - | ||
apiVersion: v1 | ||
kind: Pod | ||
metadata: | ||
name: gpu-pod1 | ||
spec: | ||
containers: | ||
- name: cuda-container | ||
image: nvidia/cuda:9.0-devel | ||
command: ["sleep"] | ||
args: ["100000"] | ||
resources: | ||
limits: | ||
volcano.sh/gpu-number: 1 # requesting 1 gpu cards | ||
EOF | ||
``` | ||
|
||
If the above pods claim multiple gpu cards, you can see each of them has exclusive gpu cards: | ||
|
||
```shell script | ||
$ kubectl exec -ti gpu-pod1 env | ||
... | ||
NVIDIA_VISIBLE_DEVICES=0 | ||
VOLCANO_GPU_ALLOCATED=1 | ||
... | ||
``` | ||
### Understanding How Multiple GPU Cards Requirement Works | ||
|
||
The main architecture is similar as the previous, but the gpu-index results of each pod will be a list of gpu cards index. | ||
|
||
 | ||
|
||
1. create a pod with `volcano.sh/gpu-number` resource request, | ||
|
||
2. volcano scheduler predicates and allocate gpu cards to the pod. Add the below annotation | ||
|
||
```yaml | ||
annotations: | ||
volcano.sh/gpu-index: “0” | ||
volcano.sh/predicate-time: “1593764466550835304” | ||
``` | ||
|
||
3. kubelet watches the pod bound to itself, and calls allocate API to set env before running the container. | ||
|
||
```yaml | ||
env: | ||
NVIDIA_VISIBLE_DEVICES: “0” # GPU card index | ||
VOLCANO_GPU_ALLOCATED: “1” # GPU number allocated | ||
``` |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Oops, something went wrong.