forked from bellwether/minerva
added dask clustering support
This commit is contained in:
parent
f4dd130266
commit
5eb2e39c69
7 changed files with 625 additions and 62 deletions
59
examples/dask_cluster.py
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59
examples/dask_cluster.py
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@ -0,0 +1,59 @@
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from minerva.cluster import Cluster
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from minerva.pier import Pier
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from dask.distributed import Client
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########### PREP ############################
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def worker(pier, n):
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mach = pier.machine(ami = "ami-05a242924e713f80a", # dask on ubuntu 22.04 x86
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instance_type = "t3.medium",
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username = "ubuntu",
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name = f"dask-worker-{n}",
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variables = {"type": "worker",
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"number": n})
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return mach
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def scheduler(pier):
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mach = pier.machine(ami = "ami-05a242924e713f80a", # dask on ubuntu 22.04 x86
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instance_type = "t3.medium",
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username = "ubuntu",
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name = f"dask-scheduler",
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variables = {"type": "scheduler"})
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return mach
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########## CLUSTER ##########################
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pier = Pier("hay",
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subnet_id = "subnet-05eb26d8649a093e1", # project-subnet-public1-us-east-1a
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sg_groups = ["sg-0f9e555954e863954", # ssh
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"sg-0b34a3f7398076545", # default
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"sg-04cd2626d91ac093c"], # dask (8786, 8787, ping)
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iam = "S3+SSM+CloudWatch+ECR",
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key_pair = ("Ari-Brown-HAY", "~/.ssh/Ari-Brown-HAY.pem"))
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cluster = Cluster(pier, scheduler, worker, num_workers=1)
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cluster.start()
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client = Client(cluster.private_location)
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print(client)
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########## USAGE ########################
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try:
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# Practice with a big array
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import numpy as np
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import dask.array as da
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large_array = np.random.rand(10000, 10000)
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print("oh boy")
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dask_array = da.from_array(large_array, chunks=(100, 100))
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dask_array = dask_array.persist() # non-blocking
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mean = dask_array.mean().compute()
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print(mean)
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finally:
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########## FIN #######################
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cluster.terminate()
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@ -20,3 +20,57 @@ import dask
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# Manually build cluster
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# https://saturncloud.io/blog/how-to-set-up-a-dask-cluster/
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from dask.distributed import Client
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class Cluster:
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def __init__(self, pier, scheduler, worker, num_workers=1):
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self.pier = pier
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self.methods = {"scheduler": scheduler,
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"worker": worker}
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self.scheduler = scheduler(pier)
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self.workers = [worker(pier, n) for n in range(num_workers)]
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def start(self):
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self.create()
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self.login()
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self.start_dask()
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#self.connect()
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#return self.client
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# Begin the startup process in the background
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def create(self):
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self.scheduler.create()
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for w in self.workers:
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w.create()
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# Wait for the instances to finish starting up and log in to them
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def login(self):
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self.scheduler.login()
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for w in self.workers:
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w.login()
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self.public_location = f"{self.scheduler.public_ip}:8786"
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self.private_location = f"{self.scheduler.private_ip}:8786"
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# Start the dask processes necessary for cluster communication
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def start_dask(self):
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self.scheduler.cmd("dask scheduler", disown=True)
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for w in self.workers:
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w.cmd(f"dask worker {self.scheduler.private_ip}:8786", disown=True)
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def connect(self):
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self.client = Client(self.location)
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return self.client
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def terminate(self):
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self.scheduler.terminate()
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for w in self.workers:
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w.terminate()
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@ -47,6 +47,7 @@ class Machine:
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)
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self.info = res['Instances'][0]
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self.private_ip = self.info['NetworkInterfaces'][0]['PrivateIpAddress']
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# FIXME there should be a check here in case some instances fail to
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# start up in a timely manner
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@ -74,8 +75,9 @@ class Machine:
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time.sleep(10)
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i += 1
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if i > 12:
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raise f"{self.info['InstanceId']} took too long to start ({i} attempts)"
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if i > 18:
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reason = f"{self.info['InstanceId']} took too long to start ({i} attempts)"
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raise Exception(reason)
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self.ready = True
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@ -93,10 +95,10 @@ class Machine:
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resp = self.pier.ec2.describe_instances(InstanceIds=[self.info['InstanceId']])
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self.description = resp['Reservations'][0]['Instances'][0]
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self.ip_address = self.description['PublicIpAddress']
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print(f"\t{self.name} ({self.info['InstanceId']}) => {self.ip_address}")
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self.public_ip = self.description['PublicIpAddress']
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print(f"\t{self.name} ({self.info['InstanceId']}) => {self.public_ip} ({self.private_ip})")
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self.ssh = Connection(self.ip_address,
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self.ssh = Connection(self.public_ip,
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self.username,
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connect_kwargs = {
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"key_filename": self.pier.key_path
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@ -105,14 +107,17 @@ class Machine:
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return True
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def prep_variables(self):
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return "; ".join([f"export {var}={val}" for var, val in self.variables.items()])
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varz = [f"export {var}={repr(val)}" for var, val in self.variables.items()]
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base = ['source ~/.profile']
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return "; ".join([*base, *varz])
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# Unfortunately, under the hood, it's running /bin/bash -c '...'
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# You stand informed
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def cmd(self, command, hide=True):
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def cmd(self, command, hide=True, disown=False):
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res = self.ssh.run(f"{self.prep_variables()}; {command}",
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warn=True,
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hide=hide)
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hide=hide,
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disown=disown)
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return res
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382
poetry.lock
generated
382
poetry.lock
generated
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@ -1,33 +1,67 @@
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# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
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[[package]]
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name = "bcrypt"
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version = "4.0.1"
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description = "Modern password hashing for your software and your servers"
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optional = false
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python-versions = ">=3.6"
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files = [
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{file = "bcrypt-4.0.1-cp36-abi3-macosx_10_10_universal2.whl", hash = "sha256:b1023030aec778185a6c16cf70f359cbb6e0c289fd564a7cfa29e727a1c38f8f"},
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{file = "bcrypt-4.0.1-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_24_aarch64.whl", hash = "sha256:08d2947c490093a11416df18043c27abe3921558d2c03e2076ccb28a116cb6d0"},
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{file = "bcrypt-4.0.1-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0eaa47d4661c326bfc9d08d16debbc4edf78778e6aaba29c1bc7ce67214d4410"},
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{file = "bcrypt-4.0.1-cp36-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:089098effa1bc35dc055366740a067a2fc76987e8ec75349eb9484061c54f535"},
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{file = "bcrypt-4.0.1-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cbb03eec97496166b704ed663a53680ab57c5084b2fc98ef23291987b525cb7d"},
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{file = "bcrypt-4.0.1-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:705b2cea8a9ed3d55b4491887ceadb0106acf7c6387699fca771af56b1cdeeda"},
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{file = "bcrypt-4.0.1-pp39-pypy39_pp73-manylinux_2_24_x86_64.whl", hash = "sha256:2b3ac11cf45161628f1f3733263e63194f22664bf4d0c0f3ab34099c02134665"},
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||||
{file = "bcrypt-4.0.1.tar.gz", hash = "sha256:27d375903ac8261cfe4047f6709d16f7d18d39b1ec92aaf72af989552a650ebd"},
|
||||
]
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||||
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[package.extras]
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tests = ["pytest (>=3.2.1,!=3.3.0)"]
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typecheck = ["mypy"]
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[[package]]
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name = "boto3"
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version = "1.28.51"
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version = "1.28.55"
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description = "The AWS SDK for Python"
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optional = false
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python-versions = ">= 3.7"
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files = [
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{file = "boto3-1.28.51-py3-none-any.whl", hash = "sha256:8149f17587c68e556743018f213f00ece81a0f021adb9b9b697a2ee8802583d7"},
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{file = "boto3-1.28.51.tar.gz", hash = "sha256:8860ab54a26d1d596d64fc9de7e40c4d7c53c100311208cbd90d9272c3385513"},
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||||
{file = "boto3-1.28.55-py3-none-any.whl", hash = "sha256:2680c0e36167e672777110ccef5303d59fa4a6a4f10086f9c14158c5cb008d5c"},
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{file = "boto3-1.28.55.tar.gz", hash = "sha256:2ceb644b1df7c3c8907913ab367a9900af79e271b4cfca37b542ec1fa142faf8"},
|
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]
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||||
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[package.dependencies]
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botocore = ">=1.31.51,<1.32.0"
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botocore = ">=1.31.55,<1.32.0"
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jmespath = ">=0.7.1,<2.0.0"
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s3transfer = ">=0.6.0,<0.7.0"
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s3transfer = ">=0.7.0,<0.8.0"
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[package.extras]
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crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
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[[package]]
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name = "botocore"
|
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version = "1.31.51"
|
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version = "1.31.55"
|
||||
description = "Low-level, data-driven core of boto 3."
|
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optional = false
|
||||
python-versions = ">= 3.7"
|
||||
files = [
|
||||
{file = "botocore-1.31.51-py3-none-any.whl", hash = "sha256:91dfb38801d45214875a892bd1e908fc7a894c2ed170bacd67e6929af72f2bd2"},
|
||||
{file = "botocore-1.31.51.tar.gz", hash = "sha256:8e133add22f07b55d21e14176b97b82e993d5f9aca70f5b0cd0908cb105ba53a"},
|
||||
{file = "botocore-1.31.55-py3-none-any.whl", hash = "sha256:5ec27caa440257619712af0a71524cc2e56110fc502853c3e4046f87b65e42e9"},
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||||
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||||
]
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||||
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[package.dependencies]
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||||
|
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@ -38,6 +72,186 @@ urllib3 = ">=1.25.4,<1.27"
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[package.extras]
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crt = ["awscrt (==0.16.26)"]
|
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|
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[[package]]
|
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name = "cffi"
|
||||
version = "1.15.1"
|
||||
description = "Foreign Function Interface for Python calling C code."
|
||||
optional = false
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||||
python-versions = "*"
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|
||||
python-versions = ">=3.6"
|
||||
files = [
|
||||
{file = "invoke-2.2.0-py3-none-any.whl", hash = "sha256:6ea924cc53d4f78e3d98bc436b08069a03077e6f85ad1ddaa8a116d7dad15820"},
|
||||
{file = "invoke-2.2.0.tar.gz", hash = "sha256:ee6cbb101af1a859c7fe84f2a264c059020b0cb7fe3535f9424300ab568f6bd5"},
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "jmespath"
|
||||
version = "1.0.1"
|
||||
|
|
@ -101,6 +315,27 @@ files = [
|
|||
{file = "numpy-1.26.0.tar.gz", hash = "sha256:f93fc78fe8bf15afe2b8d6b6499f1c73953169fad1e9a8dd086cdff3190e7fdf"},
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "paramiko"
|
||||
version = "3.3.1"
|
||||
description = "SSH2 protocol library"
|
||||
optional = false
|
||||
python-versions = ">=3.6"
|
||||
files = [
|
||||
{file = "paramiko-3.3.1-py3-none-any.whl", hash = "sha256:b7bc5340a43de4287bbe22fe6de728aa2c22468b2a849615498dd944c2f275eb"},
|
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|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
bcrypt = ">=3.2"
|
||||
cryptography = ">=3.3"
|
||||
pynacl = ">=1.5"
|
||||
|
||||
[package.extras]
|
||||
all = ["gssapi (>=1.4.1)", "invoke (>=2.0)", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8)"]
|
||||
gssapi = ["gssapi (>=1.4.1)", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8)"]
|
||||
invoke = ["invoke (>=2.0)"]
|
||||
|
||||
[[package]]
|
||||
name = "pyarrow"
|
||||
version = "12.0.1"
|
||||
|
|
@ -138,6 +373,43 @@ files = [
|
|||
[package.dependencies]
|
||||
numpy = ">=1.16.6"
|
||||
|
||||
[[package]]
|
||||
name = "pycparser"
|
||||
version = "2.21"
|
||||
description = "C parser in Python"
|
||||
optional = false
|
||||
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
|
||||
files = [
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|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "pynacl"
|
||||
version = "1.5.0"
|
||||
description = "Python binding to the Networking and Cryptography (NaCl) library"
|
||||
optional = false
|
||||
python-versions = ">=3.6"
|
||||
files = [
|
||||
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|
||||
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|
||||
|
||||
[package.dependencies]
|
||||
cffi = ">=1.4.1"
|
||||
|
||||
[package.extras]
|
||||
docs = ["sphinx (>=1.6.5)", "sphinx-rtd-theme"]
|
||||
tests = ["hypothesis (>=3.27.0)", "pytest (>=3.2.1,!=3.3.0)"]
|
||||
|
||||
[[package]]
|
||||
name = "python-dateutil"
|
||||
version = "2.8.2"
|
||||
|
|
@ -154,13 +426,13 @@ six = ">=1.5"
|
|||
|
||||
[[package]]
|
||||
name = "s3transfer"
|
||||
version = "0.6.2"
|
||||
version = "0.7.0"
|
||||
description = "An Amazon S3 Transfer Manager"
|
||||
optional = false
|
||||
python-versions = ">= 3.7"
|
||||
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|
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|
||||
[package.dependencies]
|
||||
|
|
@ -196,7 +468,91 @@ brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
|
|||
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|
||||
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|
||||
|
||||
[[package]]
|
||||
name = "wrapt"
|
||||
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|
||||
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|
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|
||||
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||||
{file = "wrapt-1.15.0-cp37-cp37m-win_amd64.whl", hash = "sha256:abd52a09d03adf9c763d706df707c343293d5d106aea53483e0ec8d9e310ad5e"},
|
||||
{file = "wrapt-1.15.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:cdb4f085756c96a3af04e6eca7f08b1345e94b53af8921b25c72f096e704e145"},
|
||||
{file = "wrapt-1.15.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:230ae493696a371f1dbffaad3dafbb742a4d27a0afd2b1aecebe52b740167e7f"},
|
||||
{file = "wrapt-1.15.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:63424c681923b9f3bfbc5e3205aafe790904053d42ddcc08542181a30a7a51bd"},
|
||||
{file = "wrapt-1.15.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d6bcbfc99f55655c3d93feb7ef3800bd5bbe963a755687cbf1f490a71fb7794b"},
|
||||
{file = "wrapt-1.15.0-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c99f4309f5145b93eca6e35ac1a988f0dc0a7ccf9ccdcd78d3c0adf57224e62f"},
|
||||
{file = "wrapt-1.15.0-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:b130fe77361d6771ecf5a219d8e0817d61b236b7d8b37cc045172e574ed219e6"},
|
||||
{file = "wrapt-1.15.0-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:96177eb5645b1c6985f5c11d03fc2dbda9ad24ec0f3a46dcce91445747e15094"},
|
||||
{file = "wrapt-1.15.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:d5fe3e099cf07d0fb5a1e23d399e5d4d1ca3e6dfcbe5c8570ccff3e9208274f7"},
|
||||
{file = "wrapt-1.15.0-cp38-cp38-win32.whl", hash = "sha256:abd8f36c99512755b8456047b7be10372fca271bf1467a1caa88db991e7c421b"},
|
||||
{file = "wrapt-1.15.0-cp38-cp38-win_amd64.whl", hash = "sha256:b06fa97478a5f478fb05e1980980a7cdf2712015493b44d0c87606c1513ed5b1"},
|
||||
{file = "wrapt-1.15.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:2e51de54d4fb8fb50d6ee8327f9828306a959ae394d3e01a1ba8b2f937747d86"},
|
||||
{file = "wrapt-1.15.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:0970ddb69bba00670e58955f8019bec4a42d1785db3faa043c33d81de2bf843c"},
|
||||
{file = "wrapt-1.15.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:76407ab327158c510f44ded207e2f76b657303e17cb7a572ffe2f5a8a48aa04d"},
|
||||
{file = "wrapt-1.15.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:cd525e0e52a5ff16653a3fc9e3dd827981917d34996600bbc34c05d048ca35cc"},
|
||||
{file = "wrapt-1.15.0-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9d37ac69edc5614b90516807de32d08cb8e7b12260a285ee330955604ed9dd29"},
|
||||
{file = "wrapt-1.15.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:078e2a1a86544e644a68422f881c48b84fef6d18f8c7a957ffd3f2e0a74a0d4a"},
|
||||
{file = "wrapt-1.15.0-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:2cf56d0e237280baed46f0b5316661da892565ff58309d4d2ed7dba763d984b8"},
|
||||
{file = "wrapt-1.15.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:7dc0713bf81287a00516ef43137273b23ee414fe41a3c14be10dd95ed98a2df9"},
|
||||
{file = "wrapt-1.15.0-cp39-cp39-win32.whl", hash = "sha256:46ed616d5fb42f98630ed70c3529541408166c22cdfd4540b88d5f21006b0eff"},
|
||||
{file = "wrapt-1.15.0-cp39-cp39-win_amd64.whl", hash = "sha256:eef4d64c650f33347c1f9266fa5ae001440b232ad9b98f1f43dfe7a79435c0a6"},
|
||||
{file = "wrapt-1.15.0-py3-none-any.whl", hash = "sha256:64b1df0f83706b4ef4cfb4fb0e4c2669100fd7ecacfb59e091fad300d4e04640"},
|
||||
{file = "wrapt-1.15.0.tar.gz", hash = "sha256:d06730c6aed78cee4126234cf2d071e01b44b915e725a6cb439a879ec9754a3a"},
|
||||
]
|
||||
|
||||
[metadata]
|
||||
lock-version = "2.0"
|
||||
python-versions = ">3.9, <3.11"
|
||||
content-hash = "19524e62af00b617fe4e9be86a224714140d2383a30b08f864bbd00917d40255"
|
||||
python-versions = ">3.9, <3.12"
|
||||
content-hash = "ff3a0844487e370a26f291ad02aa13f128e390161d9d75c7acba2d367b285221"
|
||||
|
|
|
|||
|
|
@ -1,6 +1,6 @@
|
|||
[tool.poetry]
|
||||
name = "minerva"
|
||||
version = "0.5.0"
|
||||
version = "0.6.0"
|
||||
description = "Easier access to AWS Athena and Redshift"
|
||||
authors = [
|
||||
"Ari Brown <ari@airintech.com>",
|
||||
|
|
|
|||
79
test.py
79
test.py
|
|
@ -1,39 +1,56 @@
|
|||
import minerva
|
||||
import pprint
|
||||
import dask.distributed as distributed
|
||||
import dask_cloudprovider.aws as aws
|
||||
import configparser
|
||||
import os
|
||||
import contextlib
|
||||
|
||||
pp = pprint.PrettyPrinter(indent=4)
|
||||
# altered /Users/ari/opt/miniconda3/envs/mamba_oa_env/lib/python3.10/site-packages/aiobotocore/endpoint.py:96
|
||||
|
||||
m = minerva.Minerva("hay")
|
||||
athena = m.athena("s3://haystac-pmo-athena/")
|
||||
# needs [default] AWS credential
|
||||
# `security = False` (can't use TLS because otherwise the UserData param is too long)
|
||||
|
||||
#query = athena.query(
|
||||
#"""SELECT *
|
||||
#FROM trajectories.kitware
|
||||
#WHERE ST_Disjoint(
|
||||
# ST_GeometryFromText('POLYGON((103.6 1.2151693, 103.6 1.5151693, 104.14797 1.5151693, 104.14797 1.2151693, 103.6 1.2151693))'),
|
||||
# ST_Point(longitude, latitude)
|
||||
#)
|
||||
#""")
|
||||
def aws_profile(profile):
|
||||
parser = configparser.RawConfigParser()
|
||||
parser.read(os.path.expanduser("~/.aws/credentials"))
|
||||
config = parser.items(profile)
|
||||
config = {key.upper(): value for key, value in [*config]}
|
||||
config['AWS_REGION'] = config.pop('REGION')
|
||||
return config
|
||||
|
||||
# Everything *needs* to have a column in order for parquet to work, so scalar
|
||||
# values have to be assigned something, so here we use `as count` to create
|
||||
# a temporary column called `count`
|
||||
#print(athena.query("select count(*) as count from trajectories.kitware").results().head(1))
|
||||
# Create a cluster
|
||||
cluster = aws.EC2Cluster(
|
||||
env_vars = aws_profile("hay"),
|
||||
key_name = "Ari-Brown-HAY",
|
||||
vpc = "vpc-0823964489ecc1e85",
|
||||
subnet_id = "subnet-05eb26d8649a093e1", # project-subnet-public1-us-east-1a
|
||||
n_workers = 2,
|
||||
region = "us-east-1",
|
||||
bootstrap = True,
|
||||
|
||||
query = athena.query(
|
||||
"""
|
||||
select round(longitude, 3) as lon, count(*) as count
|
||||
from trajectories.kitware
|
||||
where agent = 4
|
||||
group by round(longitude, 3)
|
||||
order by count(*) desc
|
||||
"""
|
||||
)
|
||||
data = query.results()
|
||||
pp.pprint(data.head(10))
|
||||
print(query.runtime)
|
||||
security_groups = ["sg-0f9e555954e863954", # ssh
|
||||
"sg-0b34a3f7398076545", # default
|
||||
"sg-04cd2626d91ac093c"], # dask (8786, 8787)
|
||||
#worker_module = "dask_cuda.cli.dask_cuda_worker", # for running GPU clusters
|
||||
|
||||
#import IPython
|
||||
#IPython.embed()
|
||||
#iam_instance_profile = "S3+SSM+CloudWatch+ECR", # this is actually a dict? what contents???
|
||||
worker_instance_type = "t3.small",
|
||||
ami = "ami-0b0cd81283738558a", # ubuntu 22.04 x86
|
||||
|
||||
security = False)
|
||||
print(cluster)
|
||||
exit()
|
||||
|
||||
# Connect to the cluster
|
||||
client = distributed.Client(cluster)
|
||||
print(client)
|
||||
|
||||
# Practice with a big array
|
||||
import numpy as np
|
||||
import dask.array as da
|
||||
|
||||
large_array = np.random.rand(1000000, 1000000)
|
||||
dask_array = da.from_array(large_array, chunks=(1000, 1000))
|
||||
dask_array = dask_array.persist() # non-blocking
|
||||
|
||||
mean = dask_array.mean().compute()
|
||||
print(mean)
|
||||
|
|
|
|||
90
test2.py
90
test2.py
|
|
@ -1,14 +1,86 @@
|
|||
import minerva
|
||||
import configparser
|
||||
import os
|
||||
import contextlib
|
||||
import sys
|
||||
import pprint
|
||||
from minerva.pier import Pier
|
||||
from dask.distributed import Client, SSHCluster
|
||||
|
||||
pp = pprint.PrettyPrinter(indent=4)
|
||||
|
||||
m = minerva.Minerva("hay")
|
||||
red = m.redshift("s3://haystac-pmo-athena/",
|
||||
db="dev",
|
||||
cluster="redshift-cluster-1")
|
||||
query = red.query("select count(*) from myspectrum_schema.kitware where agent = 4")
|
||||
data = query.results()
|
||||
pp.pprint(data.head(10))
|
||||
print(query.runtime)
|
||||
#import logging
|
||||
#logging.basicConfig(level='DEBUG')
|
||||
|
||||
def start_worker(n):
|
||||
mach = pier.machine(ami = "ami-03f64555d230faf32", # ubuntu 22.04 x86
|
||||
instance_type = "t3.medium",
|
||||
username = "ubuntu",
|
||||
name = f"dask-worker-{n}",
|
||||
variables = {"type": "worker",
|
||||
"number": n})
|
||||
mach.create()
|
||||
return mach
|
||||
|
||||
def start_scheduler():
|
||||
mach = pier.machine(ami = "ami-03f64555d230faf32", # dask on ubuntu 22.04 x86
|
||||
instance_type = "t3.medium",
|
||||
username = "ubuntu",
|
||||
name = f"dask-scheduler",
|
||||
variables = {"type": "scheduler"})
|
||||
mach.create()
|
||||
return mach
|
||||
|
||||
###############################################
|
||||
|
||||
profile = "hay"
|
||||
num = 1
|
||||
|
||||
pier = Pier(profile,
|
||||
subnet_id = "subnet-05eb26d8649a093e1", # project-subnet-public1-us-east-1a
|
||||
sg_groups = ["sg-0f9e555954e863954", # ssh
|
||||
"sg-0b34a3f7398076545", # default
|
||||
"sg-04cd2626d91ac093c"], # dask (8786, 8787)
|
||||
iam = "S3+SSM+CloudWatch+ECR",
|
||||
key_pair = ("Ari-Brown-HAY", "~/.ssh/Ari-Brown-HAY.pem"))
|
||||
|
||||
|
||||
# start the machines in the background
|
||||
workers = [start_worker(n) for n in range(num)]
|
||||
print("started workers")
|
||||
scheduler = start_scheduler()
|
||||
print("started scheduler")
|
||||
|
||||
# wait for them to boot up
|
||||
scheduler.login()
|
||||
for w in workers:
|
||||
w.login()
|
||||
|
||||
print("logged in to everything")
|
||||
|
||||
# might need this: https://github.com/fabric/fabric/issues/395
|
||||
|
||||
# Start the scheduler
|
||||
print(scheduler.cmd("echo hello world"))
|
||||
scheduler.cmd("dask-scheduler", disown=True)
|
||||
print("scheduler running")
|
||||
|
||||
# have the workers connect
|
||||
for w in workers:
|
||||
w.cmd(f"dask-worker {scheduler.private_ip}:8786", disown=True)
|
||||
print("workers running")
|
||||
|
||||
try:
|
||||
#cluster = SSHCluster([scheduler.public_ip, *[w.public_ip for w in workers]],
|
||||
# connect_options={"client_keys": ["~/.ssh/Ari-Brown-HAY.pem"],
|
||||
# "known_hosts": None,
|
||||
# "username": "ubuntu"})
|
||||
#print(cluster)
|
||||
#client = Client(cluster)
|
||||
client = Client(f"{scheduler.public_ip}:8786")
|
||||
print(client)
|
||||
finally:
|
||||
print("terminating instances")
|
||||
scheduler.terminate()
|
||||
for w in workers:
|
||||
w.terminate()
|
||||
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue