Created
May 8, 2018 18:42
-
-
Save remram44/3fb58faebcb92361d15b590e0f7a4a3a to your computer and use it in GitHub Desktop.
plasma on kubernetes
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
# Setup (on whatever worker the pods are running on): | |
# mkdir /var/plasma-remi | |
# mkdir /var/plasma-remi/socket | |
# mkdir /var/plasma-remi/hugepages | |
# mount -t hugetlbfs -o uid=0 -o gid=0 none /var/plasma-remi/hugepages | |
# Apply this config (kubectl apply -f plasma-remi.yaml)-test | |
# Execute plasma commands on client 1: | |
# POD=$(kubectl get pod -l app=plasma-test-remi,thing=client1 -o='jsonpath={.items[*].metadata.name}') | |
# kubectl exec -ti $POD python | |
# > from pyarrow import plasma | |
# > client = plasma.connect('/mnt/socket/plasma', '', 0) | |
# > client.put("sample message here").binary | |
# Execute commands on client 2: | |
# POD=$(kubectl get pod -l app=plasma-test-remi,thing=client2 -o='jsonpath={.items[*].metadata.name}') | |
# > from pyarrow import plasma | |
# > client = plasma.connect('/mnt/socket/plasma', '', 0) | |
# > client.get(plasma.ObjectID(b'...')) | |
apiVersion: extensions/v1beta1 | |
kind: Deployment | |
metadata: | |
name: plasma-test-server | |
spec: | |
replicas: 1 | |
template: | |
metadata: | |
labels: | |
app: plasma-test-remi | |
thing: server | |
spec: | |
containers: | |
- name: main | |
image: remram/python3-pyarrow | |
# command: ['/bin/sh', '-c', 'plasma_store -s /mnt/socket/plasma -m 10000000'] | |
# or | |
command: ['/bin/sh', '-c', 'plasma_store -s /mnt/socket/plasma -m 1000000000 -d /mnt/hugepages -h'] | |
volumeMounts: | |
- mountPath: /mnt/socket | |
name: socket | |
- mountPath: /mnt/hugepages | |
name: hugepages | |
volumes: | |
- name: socket | |
hostPath: | |
path: "/var/plasma-remi/socket" | |
- name: hugepages | |
hostPath: | |
path: "/var/plasma-remi/hugepages" | |
--- | |
apiVersion: extensions/v1beta1 | |
kind: Deployment | |
metadata: | |
name: plasma-test-client1 | |
spec: | |
replicas: 1 | |
template: | |
metadata: | |
labels: | |
app: plasma-test-remi | |
thing: client1 | |
spec: | |
containers: | |
- name: main | |
image: remram/python3-pyarrow | |
command: ['/bin/sh', '-c', 'while true; do sleep 30; done'] | |
volumeMounts: | |
- mountPath: /mnt/socket | |
name: socket | |
volumes: | |
- name: socket | |
hostPath: | |
path: "/var/plasma-remi/socket" | |
--- | |
apiVersion: extensions/v1beta1 | |
kind: Deployment | |
metadata: | |
name: plasma-test-client2 | |
spec: | |
replicas: 1 | |
template: | |
metadata: | |
labels: | |
app: plasma-test-remi | |
thing: client2 | |
spec: | |
containers: | |
- name: main | |
image: remram/python3-pyarrow | |
command: ['/bin/sh', '-c', 'while true; do sleep 30; done'] | |
volumeMounts: | |
- mountPath: /mnt/socket | |
name: socket | |
volumes: | |
- name: socket | |
hostPath: | |
path: "/var/plasma-remi/socket" |
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
from pyarrow import plasma | |
client = plasma.connect('/mnt/socket/plasma', '', 0) | |
object_id = plasma.ObjectID(b'\x80\x04R\x8fR\xef\x1d\x01\xb3mC\x85\xe43\x1c16Q\xfe\xd5') | |
import numpy as np | |
import pyarrow as pa | |
# Create a pyarrow.Tensor object from a numpy random 2-dimensional array | |
data = np.random.randn(10, 4) | |
tensor = pa.Tensor.from_numpy(data) | |
# Create the object in Plasma | |
data_size = pa.get_tensor_size(tensor) | |
buf = client.create(object_id, data_size) | |
# Write the tensor into the Plasma-allocated buffer | |
stream = pa.FixedSizeBufferWriter(buf) | |
pa.write_tensor(tensor, stream) # Writes tensor's 552 bytes to Plasma stream | |
# Seal the Plasma object | |
client.seal(object_id) |
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
from pyarrow import plasma | |
client = plasma.connect('/mnt/socket/plasma', '', 0) | |
object_id = plasma.ObjectID(b'\x80\x04R\x8fR\xef\x1d\x01\xb3mC\x85\xe43\x1c16Q\xfe\xd5') | |
import numpy as np | |
import pyarrow as pa | |
# Get the arrow object by ObjectID. | |
[buf2] = client.get_buffers([object_id]) | |
# Reconstruct the Arrow tensor object. | |
reader = pa.BufferReader(buf2) | |
tensor2 = pa.read_tensor(reader) | |
# Convert back to numpy | |
array = tensor2.to_numpy() |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment