From 421d1b883762dc7f1f56bc210d1596693265ff7d Mon Sep 17 00:00:00 2001 From: jiangjiawei1103 Date: Sat, 14 Dec 2024 19:18:13 +0800 Subject: [PATCH 01/31] Add slurm plugin blank components Signed-off-by: jiangjiawei1103 --- plugins/flytekit-slurm/README.md | 1 + plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py | 0 plugins/flytekit-slurm/flytekitplugins/slurm/agent.py | 0 plugins/flytekit-slurm/flytekitplugins/slurm/task.py | 0 plugins/flytekit-slurm/setup.py | 0 plugins/flytekit-slurm/tests/__init__.py | 0 plugins/flytekit-slurm/tests/test_slurm.py | 0 7 files changed, 1 insertion(+) create mode 100644 plugins/flytekit-slurm/README.md create mode 100644 plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py create mode 100644 plugins/flytekit-slurm/flytekitplugins/slurm/agent.py create mode 100644 plugins/flytekit-slurm/flytekitplugins/slurm/task.py create mode 100644 plugins/flytekit-slurm/setup.py create mode 100644 plugins/flytekit-slurm/tests/__init__.py create mode 100644 plugins/flytekit-slurm/tests/test_slurm.py diff --git a/plugins/flytekit-slurm/README.md b/plugins/flytekit-slurm/README.md new file mode 100644 index 0000000000..2817a95095 --- /dev/null +++ b/plugins/flytekit-slurm/README.md @@ -0,0 +1 @@ +# Flytekit Slurm Plugin diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py b/plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/plugins/flytekit-slurm/setup.py b/plugins/flytekit-slurm/setup.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/plugins/flytekit-slurm/tests/__init__.py b/plugins/flytekit-slurm/tests/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/plugins/flytekit-slurm/tests/test_slurm.py b/plugins/flytekit-slurm/tests/test_slurm.py new file mode 100644 index 0000000000..e69de29bb2 From 1d1f80606be406c730043bc2bfd002a6e818518e Mon Sep 17 00:00:00 2001 From: jiangjiawei1103 Date: Mon, 16 Dec 2024 22:52:44 +0800 Subject: [PATCH 02/31] feat: Add naive slurm agent create and get with rest api Signed-off-by: jiangjiawei1103 --- .../flytekitplugins/slurm/__init__.py | 2 + .../flytekitplugins/slurm/agent.py | 124 ++++++++++++++++++ .../flytekitplugins/slurm/task.py | 52 ++++++++ plugins/flytekit-slurm/setup.py | 36 +++++ 4 files changed, 214 insertions(+) diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py b/plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py index e69de29bb2..9de6a13794 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py @@ -0,0 +1,2 @@ +from .agent import SlurmAgent +from .task import SlurmTask diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py index e69de29bb2..1a492c6537 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py @@ -0,0 +1,124 @@ +""" +Slurm agent. +""" + +import subprocess +from dataclasses import dataclass +from typing import Optional + +from openapi_client import ApiClient as Client +from openapi_client import Configuration as Config +from openapi_client.api.slurm_api import SlurmApi +from openapi_client.models.slurm_v0041_post_job_submit_request import SlurmV0041PostJobSubmitRequest +from openapi_client.models.slurm_v0041_post_job_submit_request_job import SlurmV0041PostJobSubmitRequestJob + +from flytekit import lazy_module +from flytekit.extend.backend.base_agent import AgentRegistry, AsyncAgentBase, Resource, ResourceMeta +from flytekit.extend.backend.utils import convert_to_flyte_phase +from flytekit.models.literals import LiteralMap +from flytekit.models.task import TaskTemplate + +aiohttp = lazy_module("aiohttp") + + +def _gen_jwt_auth_token() -> str: + """Generate an auth token for JWT authentication. + + Returns: + auth_token: An auth token for JWT authentication. + """ + CMD = ["scontrol", "token", "lifespan=9999"] + auth_token = ( + subprocess.run(CMD, check=True, capture_output=True, text=True).stdout.strip().replace("SLURM_JWT=", "") + ) + + return auth_token + + +# Setup slurm API +api_cfg = Config( + # Run slurmrestd locally now + host="http://localhost:6820/", + access_token=_gen_jwt_auth_token(), +) +slurm = SlurmApi(Client(api_cfg)) + + +@dataclass +class SlurmJobMetadata(ResourceMeta): + job_id: str + + +class SlurmAgent(AsyncAgentBase): + """Slurm agent.""" + + name = "Slurm Agent" + + def __init__(self): + super(SlurmAgent, self).__init__(task_type_name="slurm", metadata_type=SlurmJobMetadata) + + def create( + self, + task_template: TaskTemplate, + inputs: Optional[LiteralMap] = None, + **kwargs, + ) -> SlurmJobMetadata: + """ + Return a resource meta that can be used to get the status of the task. + """ + slurm_config = task_template.custom["slurm_config"] + + # Define a simple slurm job + job = SlurmV0041PostJobSubmitRequest( + script=slurm_config["script"], # Should use a better method + job=SlurmV0041PostJobSubmitRequestJob( + account=slurm_config["account"], # flyte + partition=slurm_config["partition"], # debug + name=slurm_config["name"], # hello-slurm-agent + environment=slurm_config["environment"], # ["PATH=/bin/:/sbin/:/usr/bin/:/usr/sbin/"] + current_working_directory=slurm_config["current_working_directory"], # /tmp + ), + ) + + response = slurm.slurm_v0041_post_job_submit(job) + # async with aiohttp.ClientSession() as session: + # async with slurm.slurm_v0041_post_job_submit(job) as resp: + # response = await resp + # assert len(response.errors) == 0 and len(response.warnings) == 0, ( + # "There exist errors or warnings." + # ) + + return SlurmJobMetadata(job_id=str(response.job_id)) + + def get(self, resource_meta: SlurmJobMetadata, **kwargs) -> Resource: + """ + Return the status of the task, and return the outputs in some cases. For example, bigquery job + can't write the structured dataset to the output location, so it returns the output literals to the propeller, + and the propeller will write the structured dataset to the blob store. + """ + # async with aiohttp.ClientSession() as session: + # async with slurm.slurm_v0041_get_job(job_id=resource_meta.job_id) as resp: + # response = await resp + response = slurm.slurm_v0041_get_job(job_id=resource_meta.job_id) + + job = response.jobs[-1] + outputs = { + "o0": { + "partition": job.partition, + "account": job.account, + "name": job.name, + "post_job_id": str(resource_meta.job_id), + "get_job_id": job.job_id, + } + } + + return Resource(phase=convert_to_flyte_phase("done"), outputs=outputs) + + async def delete(self, resource_meta: SlurmJobMetadata, **kwargs): + """ + Delete the task. This call should be idempotent. It should raise an error if fails to delete the task. + """ + pass + + +AgentRegistry.register(SlurmAgent()) diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py index e69de29bb2..32f94dcaf1 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py @@ -0,0 +1,52 @@ +""" +Slurm task. +""" + +from typing import Any, Dict + +from flytekit.configuration import SerializationSettings +from flytekit.core.base_task import PythonTask +from flytekit.core.interface import Interface +from flytekit.extend.backend.base_agent import AsyncAgentExecutorMixin + +# @dataclass +# class Slurm(object): +# """Refer to SparkJob. I'll get it soon.""" + +# slurm_conf: Optional[Dict[str, str]] = None + +# def __post_init__(self): +# if self.slurm_conf is None: +# self.slurm_conf= {} + + +class SlurmTask(AsyncAgentExecutorMixin, PythonTask): + """Slurm task.""" + + _TASK_TYPE = "slurm" + + def __init__(self, name: str, slurm_config: Dict[str, Any], **kwargs) -> None: + """Initialize a slurm task. + + Args: + name: Unique name of the task. + slurm_config: Slurm job configuration. + """ + task_config = {"slurm_config": slurm_config} + + # Define inputs/outputs interface? + inputs = {"dummy": str} + outputs = {"o0": float} + + super().__init__( + task_type=self._TASK_TYPE, + name=name, + task_config=task_config, + interface=Interface(inputs=inputs, outputs=outputs), + **kwargs, + ) + + def get_custom(self, settings: SerializationSettings) -> Dict[str, Any]: + return { + "slurm_config": self.task_config["slurm_config"], + } diff --git a/plugins/flytekit-slurm/setup.py b/plugins/flytekit-slurm/setup.py index e69de29bb2..287e7c4fd1 100644 --- a/plugins/flytekit-slurm/setup.py +++ b/plugins/flytekit-slurm/setup.py @@ -0,0 +1,36 @@ +from setuptools import setup + +PLUGIN_NAME = "slurm" + +microlib_name = f"flytekitplugins-{PLUGIN_NAME}" + +plugin_requires = ["flytekit>1.13.8", "aiohttp", "flyteidl>=1.11.0b1"] + +__version__ = "0.0.0+develop" + +setup( + name=microlib_name, + version=__version__, + author="flyteorg", + author_email="admin@flyte.org", + description="Tiny slurm plugin for flytekit", + namespace_packages=["flytekitplugins"], + packages=[f"flytekitplugins.{PLUGIN_NAME}"], + install_requires=plugin_requires, + license="apache2", + python_requires=">=3.9", + classifiers=[ + "Intended Audience :: Science/Research", + "Intended Audience :: Developers", + "License :: OSI Approved :: Apache Software License", + "Programming Language :: Python :: 3.9", + "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3.11", + "Topic :: Scientific/Engineering", + "Topic :: Scientific/Engineering :: Artificial Intelligence", + "Topic :: Software Development", + "Topic :: Software Development :: Libraries", + "Topic :: Software Development :: Libraries :: Python Modules", + ], + entry_points={"flytekit.plugins": [f"{PLUGIN_NAME}=flytekitplugins.{PLUGIN_NAME}"]}, +) From 5d97126cf705ec311f592de094c7834716ddaaa1 Mon Sep 17 00:00:00 2001 From: jiangjiawei1103 Date: Wed, 18 Dec 2024 01:14:34 +0800 Subject: [PATCH 03/31] Use asyncssh instead of REST API Signed-off-by: jiangjiawei1103 --- .../flytekitplugins/slurm/agent.py | 110 +++++++----------- 1 file changed, 40 insertions(+), 70 deletions(-) diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py index 1a492c6537..bdc810b29c 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py @@ -2,46 +2,19 @@ Slurm agent. """ -import subprocess +import os from dataclasses import dataclass from typing import Optional -from openapi_client import ApiClient as Client -from openapi_client import Configuration as Config -from openapi_client.api.slurm_api import SlurmApi -from openapi_client.models.slurm_v0041_post_job_submit_request import SlurmV0041PostJobSubmitRequest -from openapi_client.models.slurm_v0041_post_job_submit_request_job import SlurmV0041PostJobSubmitRequestJob +import asyncssh -from flytekit import lazy_module from flytekit.extend.backend.base_agent import AgentRegistry, AsyncAgentBase, Resource, ResourceMeta from flytekit.extend.backend.utils import convert_to_flyte_phase from flytekit.models.literals import LiteralMap from flytekit.models.task import TaskTemplate -aiohttp = lazy_module("aiohttp") - - -def _gen_jwt_auth_token() -> str: - """Generate an auth token for JWT authentication. - - Returns: - auth_token: An auth token for JWT authentication. - """ - CMD = ["scontrol", "token", "lifespan=9999"] - auth_token = ( - subprocess.run(CMD, check=True, capture_output=True, text=True).stdout.strip().replace("SLURM_JWT=", "") - ) - - return auth_token - - -# Setup slurm API -api_cfg = Config( - # Run slurmrestd locally now - host="http://localhost:6820/", - access_token=_gen_jwt_auth_token(), -) -slurm = SlurmApi(Client(api_cfg)) +HOST = "localhost" +PORT = 2200 @dataclass @@ -57,7 +30,7 @@ class SlurmAgent(AsyncAgentBase): def __init__(self): super(SlurmAgent, self).__init__(task_type_name="slurm", metadata_type=SlurmJobMetadata) - def create( + async def create( self, task_template: TaskTemplate, inputs: Optional[LiteralMap] = None, @@ -68,49 +41,46 @@ def create( """ slurm_config = task_template.custom["slurm_config"] - # Define a simple slurm job - job = SlurmV0041PostJobSubmitRequest( - script=slurm_config["script"], # Should use a better method - job=SlurmV0041PostJobSubmitRequestJob( - account=slurm_config["account"], # flyte - partition=slurm_config["partition"], # debug - name=slurm_config["name"], # hello-slurm-agent - environment=slurm_config["environment"], # ["PATH=/bin/:/sbin/:/usr/bin/:/usr/sbin/"] - current_working_directory=slurm_config["current_working_directory"], # /tmp - ), - ) - - response = slurm.slurm_v0041_post_job_submit(job) - # async with aiohttp.ClientSession() as session: - # async with slurm.slurm_v0041_post_job_submit(job) as resp: - # response = await resp - # assert len(response.errors) == 0 and len(response.warnings) == 0, ( - # "There exist errors or warnings." - # ) - - return SlurmJobMetadata(job_id=str(response.job_id)) - - def get(self, resource_meta: SlurmJobMetadata, **kwargs) -> Resource: + # Construct the sbatch command + cmd = ["sbatch"] + for k, v in slurm_config.items(): + if k in ["local_path", "remote_path", "environment"]: + continue + + cmd.extend([f"--{k}", v]) + cmd = " ".join(cmd) + cmd += f" {slurm_config['remote_path']}" + + async with asyncssh.connect(host=HOST, port=PORT, password=os.environ["PASSWORD"], known_hosts=None) as conn: + async with conn.start_sftp_client() as sftp: + await sftp.put(slurm_config["local_path"], slurm_config["remote_path"]) + + # env is optional so far + res = await conn.run(cmd, check=True, env=slurm_config["environment"]) + + job_id = res.stdout.split()[-1] + + return SlurmJobMetadata(job_id=job_id) + + async def get(self, resource_meta: SlurmJobMetadata, **kwargs) -> Resource: """ Return the status of the task, and return the outputs in some cases. For example, bigquery job can't write the structured dataset to the output location, so it returns the output literals to the propeller, and the propeller will write the structured dataset to the blob store. """ - # async with aiohttp.ClientSession() as session: - # async with slurm.slurm_v0041_get_job(job_id=resource_meta.job_id) as resp: - # response = await resp - response = slurm.slurm_v0041_get_job(job_id=resource_meta.job_id) - - job = response.jobs[-1] - outputs = { - "o0": { - "partition": job.partition, - "account": job.account, - "name": job.name, - "post_job_id": str(resource_meta.job_id), - "get_job_id": job.job_id, - } - } + async with asyncssh.connect(host=HOST, port=PORT, password=os.environ["PASSWORD"], known_hosts=None) as conn: + res = await conn.run(f"scontrol show job {resource_meta.job_id}", check=True) + + output_map = {} + for o in res.stdout.split(" "): + if len(o) == 0: + continue + + o = o.split("=") + if len(o) == 2: + output_map[o[0].strip()] = o[1].strip() + assert output_map["JobState"] == "COMPLETED" + outputs = {"o0": output_map} return Resource(phase=convert_to_flyte_phase("done"), outputs=outputs) From 2e7f0f2e07c74c9d157dc5f60d5fe4a2c1e290f0 Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Thu, 19 Dec 2024 00:17:13 +0800 Subject: [PATCH 04/31] Test ssh communication and run sbatch Signed-off-by: JiaWei Jiang --- .../flytekitplugins/slurm/__init__.py | 2 +- .../flytekitplugins/slurm/agent.py | 56 ++++++++++--------- .../flytekitplugins/slurm/task.py | 47 +++++++++++----- 3 files changed, 63 insertions(+), 42 deletions(-) diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py b/plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py index 9de6a13794..4ceca6e5f0 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py @@ -1,2 +1,2 @@ from .agent import SlurmAgent -from .task import SlurmTask +from .task import Slurm, SlurmTask diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py index bdc810b29c..2ace573f07 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py @@ -13,8 +13,12 @@ from flytekit.models.literals import LiteralMap from flytekit.models.task import TaskTemplate -HOST = "localhost" -PORT = 2200 + +class SSHCfg: + host = os.environ["SSH_HOST"] + port = int(os.environ["SSH_PORT"]) + username = os.environ["SSH_USERNAME"] + password = os.environ["SSH_PASSWORD"] @dataclass @@ -36,39 +40,37 @@ async def create( inputs: Optional[LiteralMap] = None, **kwargs, ) -> SlurmJobMetadata: - """ - Return a resource meta that can be used to get the status of the task. - """ - slurm_config = task_template.custom["slurm_config"] - - # Construct the sbatch command - cmd = ["sbatch"] - for k, v in slurm_config.items(): - if k in ["local_path", "remote_path", "environment"]: - continue - - cmd.extend([f"--{k}", v]) - cmd = " ".join(cmd) - cmd += f" {slurm_config['remote_path']}" - - async with asyncssh.connect(host=HOST, port=PORT, password=os.environ["PASSWORD"], known_hosts=None) as conn: + """Submit a batch script to a remote Slurm cluster with `sbatch`""" + slurm_conf = task_template.custom["slurm_conf"] + assert len(slurm_conf) == 0, "Please leave slurm_conf untouched now." + + batch_script = task_template.custom["batch_script"] + with open("/tmp/test.slurm", "w") as f: + f.write(batch_script) + + local_path = task_template.custom["local_path"] + remote_path = task_template.custom["remote_path"] + # Maybe needs to add environ for python and slurm in task.py Slurm and get_custom + + print("Connecting...") + async with asyncssh.connect( + host=SSHCfg.host, port=SSHCfg.port, username=SSHCfg.username, password=SSHCfg.password, known_hosts=None + ) as conn: async with conn.start_sftp_client() as sftp: - await sftp.put(slurm_config["local_path"], slurm_config["remote_path"]) + await sftp.put(local_path, remote_path) + await sftp.put("/tmp/test.slurm", "/tmp/test.slurm") - # env is optional so far - res = await conn.run(cmd, check=True, env=slurm_config["environment"]) + res = await conn.run("sbatch /tmp/test.slurm", check=True) job_id = res.stdout.split()[-1] return SlurmJobMetadata(job_id=job_id) async def get(self, resource_meta: SlurmJobMetadata, **kwargs) -> Resource: - """ - Return the status of the task, and return the outputs in some cases. For example, bigquery job - can't write the structured dataset to the output location, so it returns the output literals to the propeller, - and the propeller will write the structured dataset to the blob store. - """ - async with asyncssh.connect(host=HOST, port=PORT, password=os.environ["PASSWORD"], known_hosts=None) as conn: + """Check the Slurm job status and return the specified outputs.""" + async with asyncssh.connect( + host=SSHCfg.host, port=SSHCfg.port, username=SSHCfg.username, password=SSHCfg.password, known_hosts=None + ) as conn: res = await conn.run(f"scontrol show job {resource_meta.job_id}", check=True) output_map = {} diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py index 32f94dcaf1..603583f5eb 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py @@ -2,22 +2,33 @@ Slurm task. """ -from typing import Any, Dict +from dataclasses import dataclass +from typing import Any, Dict, Optional from flytekit.configuration import SerializationSettings from flytekit.core.base_task import PythonTask from flytekit.core.interface import Interface from flytekit.extend.backend.base_agent import AsyncAgentExecutorMixin -# @dataclass -# class Slurm(object): -# """Refer to SparkJob. I'll get it soon.""" -# slurm_conf: Optional[Dict[str, str]] = None +@dataclass +class Slurm(object): + """Configure slurm command args. -# def __post_init__(self): -# if self.slurm_conf is None: -# self.slurm_conf= {} + This configuration mainly focuses on `srun` or `sbatch`. Please refer to + https://slurm.schedmd.com/srun.html and https://slurm.schedmd.com/sbatch.html. + + Note that batch_script can be written at will, so slurm_conf is left untouched now. + """ + + slurm_conf: Optional[Dict[str, str]] = None + batch_script: Optional[str] = None + local_path: Optional[str] = None + remote_path: Optional[str] = None + + def __post_init__(self): + if self.slurm_conf is None: + self.slurm_conf = {} class SlurmTask(AsyncAgentExecutorMixin, PythonTask): @@ -25,21 +36,26 @@ class SlurmTask(AsyncAgentExecutorMixin, PythonTask): _TASK_TYPE = "slurm" - def __init__(self, name: str, slurm_config: Dict[str, Any], **kwargs) -> None: + def __init__(self, name: str, task_config: Slurm, **kwargs) -> None: """Initialize a slurm task. Args: name: Unique name of the task. slurm_config: Slurm job configuration. """ - task_config = {"slurm_config": slurm_config} + # Set the batch script to submit to Slurm + self._batch_script = task_config.batch_script + + # Set an example nested script (e.g., .py) to execute with the batch script + # We use SFTP to put the local script to remote + self._local_path = task_config.local_path + self._remote_path = task_config.remote_path - # Define inputs/outputs interface? inputs = {"dummy": str} - outputs = {"o0": float} + outputs = {"o0": Dict[str, Any]} super().__init__( - task_type=self._TASK_TYPE, + self._TASK_TYPE, name=name, task_config=task_config, interface=Interface(inputs=inputs, outputs=outputs), @@ -48,5 +64,8 @@ def __init__(self, name: str, slurm_config: Dict[str, Any], **kwargs) -> None: def get_custom(self, settings: SerializationSettings) -> Dict[str, Any]: return { - "slurm_config": self.task_config["slurm_config"], + "slurm_conf": self.task_config.slurm_conf, + "batch_script": self._batch_script, + "local_path": self._local_path, + "remote_path": self._remote_path, } From 9644b994a2fbae5c2e100afc1859817d0ab988c4 Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Thu, 19 Dec 2024 22:55:15 +0800 Subject: [PATCH 05/31] Add delete method and support slurm job state Signed-off-by: JiaWei Jiang --- flytekit/extend/backend/utils.py | 4 ++-- .../flytekit-slurm/flytekitplugins/slurm/agent.py | 14 +++++++++----- 2 files changed, 11 insertions(+), 7 deletions(-) diff --git a/flytekit/extend/backend/utils.py b/flytekit/extend/backend/utils.py index 4dcdf3174a..8aa7952134 100644 --- a/flytekit/extend/backend/utils.py +++ b/flytekit/extend/backend/utils.py @@ -20,9 +20,9 @@ def convert_to_flyte_phase(state: str) -> TaskExecution.Phase: Convert the state from the agent to the phase in flyte. """ state = state.lower() - if state in ["failed", "timeout", "timedout", "canceled", "skipped", "internal_error"]: + if state in ["failed", "timeout", "timedout", "canceled", "cancelled", "skipped", "internal_error"]: return TaskExecution.FAILED - elif state in ["done", "succeeded", "success"]: + elif state in ["done", "succeeded", "success", "completed"]: return TaskExecution.SUCCEEDED elif state in ["running", "terminating"]: return TaskExecution.RUNNING diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py index 2ace573f07..5baafedae9 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py @@ -52,7 +52,6 @@ async def create( remote_path = task_template.custom["remote_path"] # Maybe needs to add environ for python and slurm in task.py Slurm and get_custom - print("Connecting...") async with asyncssh.connect( host=SSHCfg.host, port=SSHCfg.port, username=SSHCfg.username, password=SSHCfg.password, known_hosts=None ) as conn: @@ -81,16 +80,21 @@ async def get(self, resource_meta: SlurmJobMetadata, **kwargs) -> Resource: o = o.split("=") if len(o) == 2: output_map[o[0].strip()] = o[1].strip() - assert output_map["JobState"] == "COMPLETED" + + job_state = output_map["JobState"].lower() outputs = {"o0": output_map} - return Resource(phase=convert_to_flyte_phase("done"), outputs=outputs) + return Resource(phase=convert_to_flyte_phase(job_state), outputs=outputs) async def delete(self, resource_meta: SlurmJobMetadata, **kwargs): - """ + """Cancel the Slurm job. + Delete the task. This call should be idempotent. It should raise an error if fails to delete the task. """ - pass + async with asyncssh.connect( + host=SSHCfg.host, port=SSHCfg.port, username=SSHCfg.username, password=SSHCfg.password, known_hosts=None + ) as conn: + _ = await conn.run(f"scancel {resource_meta.job_id}", check=True) AgentRegistry.register(SlurmAgent()) From e41b1818c3aaf07db1564d24c3ff5df4224ca453 Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Fri, 27 Dec 2024 15:29:32 +0800 Subject: [PATCH 06/31] feat: Submit and run SlurmTask on a remote Slurm cluster Successfully submit and run the user-defined task as a normal python function on a remote Slurm cluster. 1. Inherit from PythonFunctionTask instead of PythonTask 2. Transfer the task module through sftp 3. Interact with amazon s3 bucket on both localhost and Slurm cluster Signed-off-by: JiaWei Jiang --- flytekit/extend/backend/base_agent.py | 5 +- .../flytekitplugins/slurm/agent.py | 111 +++++++++++------- .../flytekitplugins/slurm/task.py | 83 ++++++------- 3 files changed, 114 insertions(+), 85 deletions(-) diff --git a/flytekit/extend/backend/base_agent.py b/flytekit/extend/backend/base_agent.py index 16235a68ec..f9d6ea4d7d 100644 --- a/flytekit/extend/backend/base_agent.py +++ b/flytekit/extend/backend/base_agent.py @@ -327,7 +327,10 @@ class AsyncAgentExecutorMixin: def execute(self: PythonTask, **kwargs) -> LiteralMap: ctx = FlyteContext.current_context() ss = ctx.serialization_settings or SerializationSettings(ImageConfig()) - output_prefix = ctx.file_access.get_random_remote_directory() + # Hardcode amazon s3 bucket uri for testing the agent locally + # Note that this is a temporary workaround for quick dev and test + # output_prefix = ctx.file_access.get_random_remote_directory() + output_prefix = "s3://flyte-slurm-agent" self.resource_meta = None from flytekit.tools.translator import get_serializable diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py index 5baafedae9..faf5a6b5ce 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py @@ -1,10 +1,6 @@ -""" -Slurm agent. -""" - import os from dataclasses import dataclass -from typing import Optional +from typing import Dict, Optional import asyncssh @@ -14,6 +10,7 @@ from flytekit.models.task import TaskTemplate +# Configure ssh info class SSHCfg: host = os.environ["SSH_HOST"] port = int(os.environ["SSH_PORT"]) @@ -23,15 +20,19 @@ class SSHCfg: @dataclass class SlurmJobMetadata(ResourceMeta): + """Slurm job metadata. + + Args: + job_id: Slurm job id. + """ + job_id: str class SlurmAgent(AsyncAgentBase): - """Slurm agent.""" - name = "Slurm Agent" - def __init__(self): + def __init__(self) -> None: super(SlurmAgent, self).__init__(task_type_name="slurm", metadata_type=SlurmJobMetadata) async def create( @@ -40,61 +41,85 @@ async def create( inputs: Optional[LiteralMap] = None, **kwargs, ) -> SlurmJobMetadata: - """Submit a batch script to a remote Slurm cluster with `sbatch`""" - slurm_conf = task_template.custom["slurm_conf"] - assert len(slurm_conf) == 0, "Please leave slurm_conf untouched now." - - batch_script = task_template.custom["batch_script"] - with open("/tmp/test.slurm", "w") as f: - f.write(batch_script) + # Retrieve task config + task_module = task_template.custom["task_module"] + srun_conf = task_template.custom["srun_conf"] - local_path = task_template.custom["local_path"] - remote_path = task_template.custom["remote_path"] - # Maybe needs to add environ for python and slurm in task.py Slurm and get_custom + # Construct srun command for Slurm cluster + cmd = _get_srun_cmd(srun_conf=srun_conf, entrypoint=" ".join(task_template.container.args)) + # Run Slurm job async with asyncssh.connect( - host=SSHCfg.host, port=SSHCfg.port, username=SSHCfg.username, password=SSHCfg.password, known_hosts=None + host=SSHCfg.host, port=SSHCfg.port, username=SSHCfg.username, password=SSHCfg.password ) as conn: async with conn.start_sftp_client() as sftp: - await sftp.put(local_path, remote_path) - await sftp.put("/tmp/test.slurm", "/tmp/test.slurm") + # Transfer the task module to the working directory on Slurm cluster + await sftp.put(task_module, srun_conf["chdir"]) + res = await conn.run(cmd, check=True) - res = await conn.run("sbatch /tmp/test.slurm", check=True) - - job_id = res.stdout.split()[-1] + # Direct return for sbatch + # job_id = res.stdout.split()[-1] + # Use echo trick for srun + job_id = res.stdout.strip() return SlurmJobMetadata(job_id=job_id) async def get(self, resource_meta: SlurmJobMetadata, **kwargs) -> Resource: - """Check the Slurm job status and return the specified outputs.""" async with asyncssh.connect( - host=SSHCfg.host, port=SSHCfg.port, username=SSHCfg.username, password=SSHCfg.password, known_hosts=None + host=SSHCfg.host, port=SSHCfg.port, username=SSHCfg.username, password=SSHCfg.password ) as conn: res = await conn.run(f"scontrol show job {resource_meta.job_id}", check=True) - output_map = {} + # Determine the current flyte phase from Slurm job state + job_state = "running" for o in res.stdout.split(" "): - if len(o) == 0: - continue - - o = o.split("=") - if len(o) == 2: - output_map[o[0].strip()] = o[1].strip() - - job_state = output_map["JobState"].lower() - outputs = {"o0": output_map} + if "JobState" in o: + job_state = o.split("=")[1].strip().lower() + cur_phase = convert_to_flyte_phase(job_state) - return Resource(phase=convert_to_flyte_phase(job_state), outputs=outputs) + # outputs.pb will be loaded without setting outputs object + return Resource(phase=cur_phase) - async def delete(self, resource_meta: SlurmJobMetadata, **kwargs): - """Cancel the Slurm job. - - Delete the task. This call should be idempotent. It should raise an error if fails to delete the task. - """ + async def delete(self, resource_meta: SlurmJobMetadata, **kwargs) -> None: async with asyncssh.connect( - host=SSHCfg.host, port=SSHCfg.port, username=SSHCfg.username, password=SSHCfg.password, known_hosts=None + host=SSHCfg.host, port=SSHCfg.port, username=SSHCfg.username, password=SSHCfg.password ) as conn: _ = await conn.run(f"scancel {resource_meta.job_id}", check=True) +def _get_srun_cmd(srun_conf: Dict[str, str], entrypoint: str) -> str: + """Construct Slurm srun command. + + Flyte entrypoint, pyflyte-execute, is run within a bash shell process. + + Args: + srun_conf: Options of srun command. + entrypoint: Flyte entrypoint. + + Returns: + cmd: Slurm srun command. + """ + # Setup srun options + cmd = ["srun"] + for opt, val in srun_conf.items(): + cmd.extend([f"--{opt}", str(val)]) + + cmd.extend(["bash", "-c"]) + cmd = " ".join(cmd) + + cmd += f""" '# Setup environment variables + export PATH=$PATH:/opt/anaconda/anaconda3/bin; + export FLYTECTL_CONFIG=/home/abaowei/.flyte/config-dev.yaml; + + # Run pyflyte-execute in a pre-built conda env + source activate dev; + {entrypoint}; + + # A trick to show Slurm job id on stdout + echo $SLURM_JOB_ID;' + """ + + return cmd + + AgentRegistry.register(SlurmAgent()) diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py index 603583f5eb..26783bf710 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py @@ -3,69 +3,70 @@ """ from dataclasses import dataclass -from typing import Any, Dict, Optional +from typing import Any, Callable, Dict, Optional, Union +from flytekit import FlyteContextManager, PythonFunctionTask from flytekit.configuration import SerializationSettings -from flytekit.core.base_task import PythonTask -from flytekit.core.interface import Interface +from flytekit.extend import TaskPlugins from flytekit.extend.backend.base_agent import AsyncAgentExecutorMixin +from flytekit.image_spec import ImageSpec @dataclass class Slurm(object): - """Configure slurm command args. + """Configure Slurm settings. Note that we focus on srun command now. - This configuration mainly focuses on `srun` or `sbatch`. Please refer to - https://slurm.schedmd.com/srun.html and https://slurm.schedmd.com/sbatch.html. + Compared with spark, please refer to https://api-docs.databricks.com/python/pyspark/latest/api/pyspark.SparkContext.html. - Note that batch_script can be written at will, so slurm_conf is left untouched now. + Args: + task_module: Absolute file path of the user-defined flytekit code. + srun_conf: Options of srun command. """ - slurm_conf: Optional[Dict[str, str]] = None - batch_script: Optional[str] = None - local_path: Optional[str] = None - remote_path: Optional[str] = None + task_module: str + srun_conf: Optional[Dict[str, str]] = None def __post_init__(self): - if self.slurm_conf is None: - self.slurm_conf = {} + if self.srun_conf is None: + self.srun_conf = {} -class SlurmTask(AsyncAgentExecutorMixin, PythonTask): - """Slurm task.""" +class SlurmTask(AsyncAgentExecutorMixin, PythonFunctionTask[Slurm]): + """ + Actual Plugin that transforms the local python code for execution within a slurm context... + """ _TASK_TYPE = "slurm" - def __init__(self, name: str, task_config: Slurm, **kwargs) -> None: - """Initialize a slurm task. - - Args: - name: Unique name of the task. - slurm_config: Slurm job configuration. - """ - # Set the batch script to submit to Slurm - self._batch_script = task_config.batch_script - - # Set an example nested script (e.g., .py) to execute with the batch script - # We use SFTP to put the local script to remote - self._local_path = task_config.local_path - self._remote_path = task_config.remote_path - - inputs = {"dummy": str} - outputs = {"o0": Dict[str, Any]} - - super().__init__( - self._TASK_TYPE, - name=name, + def __init__( + self, + task_config: Slurm, + task_function: Callable, + container_image: Optional[Union[str, ImageSpec]] = None, + **kwargs, + ): + super(SlurmTask, self).__init__( task_config=task_config, - interface=Interface(inputs=inputs, outputs=outputs), + task_type=self._TASK_TYPE, + task_function=task_function, + container_image=container_image, **kwargs, ) def get_custom(self, settings: SerializationSettings) -> Dict[str, Any]: return { - "slurm_conf": self.task_config.slurm_conf, - "batch_script": self._batch_script, - "local_path": self._local_path, - "remote_path": self._remote_path, + "task_module": self.task_config.task_module, + "srun_conf": self.task_config.srun_conf, } + + def execute(self, **kwargs) -> Any: + ctx = FlyteContextManager.current_context() + if ctx.execution_state and ctx.execution_state.is_local_execution(): + # Mimic the propeller's behavior in local agent test + return AsyncAgentExecutorMixin.execute(self, **kwargs) + else: + # Execute the task with a direct python function call + return PythonFunctionTask.execute(self, **kwargs) + + +TaskPlugins.register_pythontask_plugin(Slurm, SlurmTask) From 6db24dcd87d40c40541dc34d3c2f0dd58a3e44c3 Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Sat, 28 Dec 2024 13:09:14 +0800 Subject: [PATCH 07/31] refactor: Remove redundant task_module transfer Specifying `--raw-output-data-prefix` option handles task_module download. Signed-off-by: JiaWei Jiang --- flytekit/extend/backend/base_agent.py | 5 +---- plugins/flytekit-slurm/flytekitplugins/slurm/agent.py | 4 ---- plugins/flytekit-slurm/flytekitplugins/slurm/task.py | 3 --- 3 files changed, 1 insertion(+), 11 deletions(-) diff --git a/flytekit/extend/backend/base_agent.py b/flytekit/extend/backend/base_agent.py index f9d6ea4d7d..16235a68ec 100644 --- a/flytekit/extend/backend/base_agent.py +++ b/flytekit/extend/backend/base_agent.py @@ -327,10 +327,7 @@ class AsyncAgentExecutorMixin: def execute(self: PythonTask, **kwargs) -> LiteralMap: ctx = FlyteContext.current_context() ss = ctx.serialization_settings or SerializationSettings(ImageConfig()) - # Hardcode amazon s3 bucket uri for testing the agent locally - # Note that this is a temporary workaround for quick dev and test - # output_prefix = ctx.file_access.get_random_remote_directory() - output_prefix = "s3://flyte-slurm-agent" + output_prefix = ctx.file_access.get_random_remote_directory() self.resource_meta = None from flytekit.tools.translator import get_serializable diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py index faf5a6b5ce..b4f6f5d388 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py @@ -42,7 +42,6 @@ async def create( **kwargs, ) -> SlurmJobMetadata: # Retrieve task config - task_module = task_template.custom["task_module"] srun_conf = task_template.custom["srun_conf"] # Construct srun command for Slurm cluster @@ -52,9 +51,6 @@ async def create( async with asyncssh.connect( host=SSHCfg.host, port=SSHCfg.port, username=SSHCfg.username, password=SSHCfg.password ) as conn: - async with conn.start_sftp_client() as sftp: - # Transfer the task module to the working directory on Slurm cluster - await sftp.put(task_module, srun_conf["chdir"]) res = await conn.run(cmd, check=True) # Direct return for sbatch diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py index 26783bf710..3dce3ca7a9 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py @@ -19,11 +19,9 @@ class Slurm(object): Compared with spark, please refer to https://api-docs.databricks.com/python/pyspark/latest/api/pyspark.SparkContext.html. Args: - task_module: Absolute file path of the user-defined flytekit code. srun_conf: Options of srun command. """ - task_module: str srun_conf: Optional[Dict[str, str]] = None def __post_init__(self): @@ -55,7 +53,6 @@ def __init__( def get_custom(self, settings: SerializationSettings) -> Dict[str, Any]: return { - "task_module": self.task_config.task_module, "srun_conf": self.task_config.srun_conf, } From 122c7f14a239aaf0c5a9c2df109a123b8ff3dcf7 Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Sat, 28 Dec 2024 13:25:21 +0800 Subject: [PATCH 08/31] refactor: Remove redundant env var Signed-off-by: JiaWei Jiang --- plugins/flytekit-slurm/flytekitplugins/slurm/agent.py | 1 - 1 file changed, 1 deletion(-) diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py index b4f6f5d388..101e6c2c85 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py @@ -105,7 +105,6 @@ def _get_srun_cmd(srun_conf: Dict[str, str], entrypoint: str) -> str: cmd += f""" '# Setup environment variables export PATH=$PATH:/opt/anaconda/anaconda3/bin; - export FLYTECTL_CONFIG=/home/abaowei/.flyte/config-dev.yaml; # Run pyflyte-execute in a pre-built conda env source activate dev; From e9760a70b26bbab250fd69ec4443bb9b2edddbe3 Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Mon, 30 Dec 2024 22:07:10 +0800 Subject: [PATCH 09/31] docs: Add env setup guide for local test Signed-off-by: JiaWei Jiang --- plugins/flytekit-slurm/README.md | 4 + .../assets/tmp/flyte_client.png | Bin 0 -> 20314 bytes .../flytekit-slurm/assets/tmp/overview.png | Bin 0 -> 182003 bytes .../assets/tmp/remote_tiny_slurm_cluster.png | Bin 0 -> 131874 bytes plugins/flytekit-slurm/demo.md | 136 ++++++++++++++++++ 5 files changed, 140 insertions(+) create mode 100644 plugins/flytekit-slurm/assets/tmp/flyte_client.png create mode 100644 plugins/flytekit-slurm/assets/tmp/overview.png create mode 100644 plugins/flytekit-slurm/assets/tmp/remote_tiny_slurm_cluster.png create mode 100644 plugins/flytekit-slurm/demo.md diff --git a/plugins/flytekit-slurm/README.md b/plugins/flytekit-slurm/README.md index 2817a95095..654f7b0b77 100644 --- a/plugins/flytekit-slurm/README.md +++ b/plugins/flytekit-slurm/README.md @@ -1 +1,5 @@ # Flytekit Slurm Plugin + +The Slurm agent is designed to integrate Flyte workflows with Slurm-managed high-performance computing (HPC) clusters, enabling users to leverage Slurm's capability of compute resource allocation, scheduling, and monitoring. + +This [guide]() provides a concise overview of the design philosophy behind the Slurm agent and explains how to set up a local environment for testing the agent. diff --git a/plugins/flytekit-slurm/assets/tmp/flyte_client.png b/plugins/flytekit-slurm/assets/tmp/flyte_client.png new file mode 100644 index 0000000000000000000000000000000000000000..454769bce5c069a0f02f993752e43f2aa3ff7997 GIT binary patch literal 20314 zcmZU419+u96KJ(Hwzjrg+qSoMcWc|`scqZt);hJewr$(i?f2vRzkBa_p7*?YlguQU 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zP>a2CIOLvfShPFHyG8s`Q=-qrF`{Y^Sf7q)mUWD6Vo$_bmc4|o%2zh&~C4T<>5rjKUI?M@{-5k3Ss zlTVb+g^S&#N$Z%bv)F+~w&kuN%LYt&cAh{SzeE;n3yTAmQ}HD~yoILEaB91!q~P#y z6cQkXF>tN-c;0kFtiesv&W`L8?<(2g_wAfvgZ<`#tywh!!+_^!X??$u-QmGOW&F$* zd#8s8Z#V5q_@iPr9S*0siZSg(nGUVU_d-ejcU~TfmG+G7t+Q;$g}V1!KZ_qlmpI0W-Pk0WJn?l!Bh3exvidTpl|NKA5s@=l? literal 0 HcmV?d00001 diff --git a/plugins/flytekit-slurm/demo.md b/plugins/flytekit-slurm/demo.md new file mode 100644 index 0000000000..f699185c1e --- /dev/null +++ b/plugins/flytekit-slurm/demo.md @@ -0,0 +1,136 @@ +# Slurm Agent Demo + +In this guide, we will briefly introduce how to setup an environment to test Slurm agent locally without running the backend service (e.g., flyte agent gRPC server). + +## Table of Content +* [Overview]() +* [Setup a Local Environment]() + * []() + * []() + * []() +* [Run a Demo]() +* [Result]() + +## Overview +Slurm agent on the highest level has three core methods to interact with a Slurm cluster: +1. `create`: Use `srun` to run a Slurm job which executes Flyte entrypoints, `pyflyte-fast-execute` and `pyflyte-execute` +2. `get`: Use `scontrol show job ` to monitor the Slurm job state +3. `delete`: Use `scancel ` to cancel the Slurm job (this method is still under test) + +The following figure illustrates the interaction between a client and a remote Slurm cluster. To facilitate file access between two machines, such as flyte task input and output `.pb` files and task modules, we use an Amazon S3 bucket for data storage. + + + +## Setup a Local Environment +Without running the backend service, we can setup an environment to test the Slurm agent locally. The setup is divided into three components: a client (localhost), a remote tiny Slurm cluster, and an Amazon S3 bucket that facilitates communication between the two. + +### Flyte Client (Localhost) +1. Setup a local Flyte cluster following this [official guide](https://docs.flyte.org/en/latest/community/contribute/contribute_code.html#how-to-setup-dev-environment-for-flytekit) +2. Build a virtual environment (e.g., conda) and activate it +3. Clone Flytekit repo, checkout the Slurm agent PR, and install Flytekit +``` +git clone https://github.com/flyteorg/flytekit.git +gh pr checkout 3005 +make setup && pip install -e . +``` +4. Install Flytekit Slurm agent +``` +cd plugins/flytekit-slurm/ +pip install -e . +``` + +### Remote Tiny Slurm Cluster +To simplify the setup process, we follow this [guide](https://github.com/JiangJiaWei1103/Slurm-101) to configure a single-host Slurm cluster, covering `slurmctld` (the central management daemon) and `slurmd` (the compute node daemon). + +After building a Slurm cluster, we need to install Flytekit similar to the Flyte client. +1. Setup a local Flyte cluster following this [official guide](https://docs.flyte.org/en/latest/community/contribute/contribute_code.html#how-to-setup-dev-environment-for-flytekit) +2. Build a conda environment called `dev` and activate it +3. Clone Flytekit repo and install Flytekit +``` +git clone https://github.com/flyteorg/flytekit.git +make setup && pip install -e . +``` + +### Amazon S3 Bucket +1. Click "Create bucket" button tp create a bucket on this [page](https://us-west-2.console.aws.amazon.com/s3/get-started?region=us-west-2&bucketType=general) + * Give the cluster an unique name and leave other settings as default +2. Click the user on the top right corner and go to "Security credentials" +3. Create an access key and save it +4. Configure AWS access on both machines +``` +# ~/.aws/config +[default] +region= + +# ~/.aws/credentials +[default] +aws_access_key_id= +aws_secret_access_key= +``` + +Now, both machines have access to the Amazon S3 bucket. + +## Run a Demo +We use the following script to test the Slurm agent on the client side. + +```python +# demo_slurm.py +import os +from typing import Any, Dict + +from flytekit import kwtypes, task, workflow, ImageSpec +from flytekitplugins.slurm import Slurm, SlurmTask + + +@task( + task_config=Slurm( + srun_conf={ + "partition": "debug", + "job-name": "demo-slurm", + # Remote working directory + "chdir": "" + } + ) +) +def plus_one(x: int) -> int: + return x + 1 + + +@task +def greet(year: int) -> str: + return f"Hello {year}!!!" + + +@workflow +def wf(x: int) -> str: + """Return plus one result now. + + Return slurm job information? + """ + x = plus_one(x=x) + msg = greet(year=x) + + return msg + + +if __name__ == "__main__": + from flytekit.clis.sdk_in_container import pyflyte + from click.testing import CliRunner + + runner = CliRunner() + path = os.path.realpath(__file__) + + # Local run + print(f">>> LOCAL EXEC <<<") + result = runner.invoke(pyflyte.main, ["run", "--raw-output-data-prefix", "", path, "wf", "--x", 2024]) + print(result.output) +``` + +We expect "Hello 2025!!!" as the output on the Flyte client terminal. + +## Result +### Flyte Client + + +### Remote Tiny Slurm Cluster + From e68fda9f071833a4ea5facf350f9ee53be42ced3 Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Mon, 30 Dec 2024 22:17:39 +0800 Subject: [PATCH 10/31] docs: Add links and figures Signed-off-by: JiaWei Jiang --- plugins/flytekit-slurm/README.md | 2 +- plugins/flytekit-slurm/demo.md | 20 ++++++++++---------- 2 files changed, 11 insertions(+), 11 deletions(-) diff --git a/plugins/flytekit-slurm/README.md b/plugins/flytekit-slurm/README.md index 654f7b0b77..e867c98f56 100644 --- a/plugins/flytekit-slurm/README.md +++ b/plugins/flytekit-slurm/README.md @@ -2,4 +2,4 @@ The Slurm agent is designed to integrate Flyte workflows with Slurm-managed high-performance computing (HPC) clusters, enabling users to leverage Slurm's capability of compute resource allocation, scheduling, and monitoring. -This [guide]() provides a concise overview of the design philosophy behind the Slurm agent and explains how to set up a local environment for testing the agent. +This [guide](https://github.com/flyteorg/flytekit/blob/e9760a70b26bbab250fd69ec4443bb9b2edddbe3/plugins/flytekit-slurm/demo.md) provides a concise overview of the design philosophy behind the Slurm agent and explains how to set up a local environment for testing the agent. diff --git a/plugins/flytekit-slurm/demo.md b/plugins/flytekit-slurm/demo.md index f699185c1e..d2ec2b2f42 100644 --- a/plugins/flytekit-slurm/demo.md +++ b/plugins/flytekit-slurm/demo.md @@ -3,13 +3,13 @@ In this guide, we will briefly introduce how to setup an environment to test Slurm agent locally without running the backend service (e.g., flyte agent gRPC server). ## Table of Content -* [Overview]() -* [Setup a Local Environment]() - * []() - * []() - * []() -* [Run a Demo]() -* [Result]() +* [Overview](https://github.com/flyteorg/flytekit/blob/e9760a70b26bbab250fd69ec4443bb9b2edddbe3/plugins/flytekit-slurm/demo.md#overview) +* [Setup a Local Environment](https://github.com/flyteorg/flytekit/blob/e9760a70b26bbab250fd69ec4443bb9b2edddbe3/plugins/flytekit-slurm/demo.md#setup-a-local-environment) + * [Flyte Client (Localhost)](https://github.com/flyteorg/flytekit/blob/e9760a70b26bbab250fd69ec4443bb9b2edddbe3/plugins/flytekit-slurm/demo.md#flyte-client-localhost) + * [Remote Tiny Slurm Cluster](https://github.com/flyteorg/flytekit/blob/e9760a70b26bbab250fd69ec4443bb9b2edddbe3/plugins/flytekit-slurm/demo.md#remote-tiny-slurm-cluster) + * [Amazon S3 Bucket](https://github.com/flyteorg/flytekit/blob/e9760a70b26bbab250fd69ec4443bb9b2edddbe3/plugins/flytekit-slurm/demo.md#amazon-s3-bucket) +* [Run a Demo](https://github.com/flyteorg/flytekit/blob/e9760a70b26bbab250fd69ec4443bb9b2edddbe3/plugins/flytekit-slurm/demo.md#run-a-demo) +* [Result](https://github.com/flyteorg/flytekit/blob/e9760a70b26bbab250fd69ec4443bb9b2edddbe3/plugins/flytekit-slurm/demo.md#result) ## Overview Slurm agent on the highest level has three core methods to interact with a Slurm cluster: @@ -19,7 +19,7 @@ Slurm agent on the highest level has three core methods to interact with a Slurm The following figure illustrates the interaction between a client and a remote Slurm cluster. To facilitate file access between two machines, such as flyte task input and output `.pb` files and task modules, we use an Amazon S3 bucket for data storage. - +![](https://github.com/flyteorg/flytekit/blob/e9760a70b26bbab250fd69ec4443bb9b2edddbe3/plugins/flytekit-slurm/assets/tmp/overview.png) ## Setup a Local Environment Without running the backend service, we can setup an environment to test the Slurm agent locally. The setup is divided into three components: a client (localhost), a remote tiny Slurm cluster, and an Amazon S3 bucket that facilitates communication between the two. @@ -130,7 +130,7 @@ We expect "Hello 2025!!!" as the output on the Flyte client terminal. ## Result ### Flyte Client - +![](https://github.com/flyteorg/flytekit/blob/e9760a70b26bbab250fd69ec4443bb9b2edddbe3/plugins/flytekit-slurm/assets/tmp/flyte_client.png) ### Remote Tiny Slurm Cluster - +![](https://github.com/flyteorg/flytekit/blob/e9760a70b26bbab250fd69ec4443bb9b2edddbe3/plugins/flytekit-slurm/assets/tmp/remote_tiny_slurm_cluster.png) From 470637ca2219f3cd6fe5a635db5f168e4a27b5e6 Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Mon, 30 Dec 2024 22:21:56 +0800 Subject: [PATCH 11/31] docs: Fix commit sha Signed-off-by: JiaWei Jiang --- plugins/flytekit-slurm/README.md | 2 +- plugins/flytekit-slurm/demo.md | 14 +++++++------- 2 files changed, 8 insertions(+), 8 deletions(-) diff --git a/plugins/flytekit-slurm/README.md b/plugins/flytekit-slurm/README.md index e867c98f56..cee8a93bde 100644 --- a/plugins/flytekit-slurm/README.md +++ b/plugins/flytekit-slurm/README.md @@ -2,4 +2,4 @@ The Slurm agent is designed to integrate Flyte workflows with Slurm-managed high-performance computing (HPC) clusters, enabling users to leverage Slurm's capability of compute resource allocation, scheduling, and monitoring. -This [guide](https://github.com/flyteorg/flytekit/blob/e9760a70b26bbab250fd69ec4443bb9b2edddbe3/plugins/flytekit-slurm/demo.md) provides a concise overview of the design philosophy behind the Slurm agent and explains how to set up a local environment for testing the agent. +This [guide](https://github.com/flyteorg/flytekit/blob/e68fda9f071833a4ea5facf350f9ee53be42ced3/plugins/flytekit-slurm/demo.md) provides a concise overview of the design philosophy behind the Slurm agent and explains how to set up a local environment for testing the agent. diff --git a/plugins/flytekit-slurm/demo.md b/plugins/flytekit-slurm/demo.md index d2ec2b2f42..7f4ba723a1 100644 --- a/plugins/flytekit-slurm/demo.md +++ b/plugins/flytekit-slurm/demo.md @@ -3,13 +3,13 @@ In this guide, we will briefly introduce how to setup an environment to test Slurm agent locally without running the backend service (e.g., flyte agent gRPC server). ## Table of Content -* [Overview](https://github.com/flyteorg/flytekit/blob/e9760a70b26bbab250fd69ec4443bb9b2edddbe3/plugins/flytekit-slurm/demo.md#overview) -* [Setup a Local Environment](https://github.com/flyteorg/flytekit/blob/e9760a70b26bbab250fd69ec4443bb9b2edddbe3/plugins/flytekit-slurm/demo.md#setup-a-local-environment) - * [Flyte Client (Localhost)](https://github.com/flyteorg/flytekit/blob/e9760a70b26bbab250fd69ec4443bb9b2edddbe3/plugins/flytekit-slurm/demo.md#flyte-client-localhost) - * [Remote Tiny Slurm Cluster](https://github.com/flyteorg/flytekit/blob/e9760a70b26bbab250fd69ec4443bb9b2edddbe3/plugins/flytekit-slurm/demo.md#remote-tiny-slurm-cluster) - * [Amazon S3 Bucket](https://github.com/flyteorg/flytekit/blob/e9760a70b26bbab250fd69ec4443bb9b2edddbe3/plugins/flytekit-slurm/demo.md#amazon-s3-bucket) -* [Run a Demo](https://github.com/flyteorg/flytekit/blob/e9760a70b26bbab250fd69ec4443bb9b2edddbe3/plugins/flytekit-slurm/demo.md#run-a-demo) -* [Result](https://github.com/flyteorg/flytekit/blob/e9760a70b26bbab250fd69ec4443bb9b2edddbe3/plugins/flytekit-slurm/demo.md#result) +* [Overview](https://github.com/flyteorg/flytekit/blob/e68fda9f071833a4ea5facf350f9ee53be42ced3/plugins/flytekit-slurm/demo.md#overview) +* [Setup a Local Environment](https://github.com/flyteorg/flytekit/blob/e68fda9f071833a4ea5facf350f9ee53be42ced3/plugins/flytekit-slurm/demo.md#setup-a-local-environment) + * [Flyte Client (Localhost)](https://github.com/flyteorg/flytekit/blob/e68fda9f071833a4ea5facf350f9ee53be42ced3/plugins/flytekit-slurm/demo.md#flyte-client-localhost) + * [Remote Tiny Slurm Cluster](https://github.com/flyteorg/flytekit/blob/e68fda9f071833a4ea5facf350f9ee53be42ced3/plugins/flytekit-slurm/demo.md#remote-tiny-slurm-cluster) + * [Amazon S3 Bucket](https://github.com/flyteorg/flytekit/blob/e68fda9f071833a4ea5facf350f9ee53be42ced3/plugins/flytekit-slurm/demo.md#amazon-s3-bucket) +* [Run a Demo](https://github.com/flyteorg/flytekit/blob/e68fda9f071833a4ea5facf350f9ee53be42ced3/plugins/flytekit-slurm/demo.md#run-a-demo) +* [Result](https://github.com/flyteorg/flytekit/blob/e68fda9f071833a4ea5facf350f9ee53be42ced3/plugins/flytekit-slurm/demo.md#result) ## Overview Slurm agent on the highest level has three core methods to interact with a Slurm cluster: From 1579ab44e769bdd2f19e2e7b1e63d99bf3374bc6 Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Mon, 30 Dec 2024 22:25:30 +0800 Subject: [PATCH 12/31] docs: Fix commit sha for demo guide Signed-off-by: JiaWei Jiang --- plugins/flytekit-slurm/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/plugins/flytekit-slurm/README.md b/plugins/flytekit-slurm/README.md index cee8a93bde..2f3876e135 100644 --- a/plugins/flytekit-slurm/README.md +++ b/plugins/flytekit-slurm/README.md @@ -2,4 +2,4 @@ The Slurm agent is designed to integrate Flyte workflows with Slurm-managed high-performance computing (HPC) clusters, enabling users to leverage Slurm's capability of compute resource allocation, scheduling, and monitoring. -This [guide](https://github.com/flyteorg/flytekit/blob/e68fda9f071833a4ea5facf350f9ee53be42ced3/plugins/flytekit-slurm/demo.md) provides a concise overview of the design philosophy behind the Slurm agent and explains how to set up a local environment for testing the agent. +This [guide](https://github.com/flyteorg/flytekit/blob/470637ca2219f3cd6fe5a635db5f168e4a27b5e6/plugins/flytekit-slurm/demo.md) provides a concise overview of the design philosophy behind the Slurm agent and explains how to set up a local environment for testing the agent. From 0e538f078050ae7cfcfe1f1f76247fe5899dc3d6 Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Mon, 30 Dec 2024 22:52:45 +0800 Subject: [PATCH 13/31] docs: Fix links Signed-off-by: JiaWei Jiang --- plugins/flytekit-slurm/README.md | 2 +- .../assets/{tmp => }/flyte_client.png | Bin plugins/flytekit-slurm/assets/overview_v2.png | Bin 0 -> 183805 bytes .../{tmp => }/remote_tiny_slurm_cluster.png | Bin .../flytekit-slurm/assets/tmp/overview.png | Bin 182003 -> 0 bytes plugins/flytekit-slurm/demo.md | 20 +++++++++--------- 6 files changed, 11 insertions(+), 11 deletions(-) rename plugins/flytekit-slurm/assets/{tmp => }/flyte_client.png (100%) create mode 100644 plugins/flytekit-slurm/assets/overview_v2.png rename plugins/flytekit-slurm/assets/{tmp => }/remote_tiny_slurm_cluster.png (100%) delete mode 100644 plugins/flytekit-slurm/assets/tmp/overview.png diff --git a/plugins/flytekit-slurm/README.md b/plugins/flytekit-slurm/README.md index 2f3876e135..af6596cf28 100644 --- a/plugins/flytekit-slurm/README.md +++ b/plugins/flytekit-slurm/README.md @@ -2,4 +2,4 @@ The Slurm agent is designed to integrate Flyte workflows with Slurm-managed high-performance computing (HPC) clusters, enabling users to leverage Slurm's capability of compute resource allocation, scheduling, and monitoring. -This [guide](https://github.com/flyteorg/flytekit/blob/470637ca2219f3cd6fe5a635db5f168e4a27b5e6/plugins/flytekit-slurm/demo.md) provides a concise overview of the design philosophy behind the Slurm agent and explains how to set up a local environment for testing the agent. +This [guide](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md) provides a concise overview of the design philosophy behind the Slurm agent and explains how to set up a local environment for testing the agent. diff --git a/plugins/flytekit-slurm/assets/tmp/flyte_client.png b/plugins/flytekit-slurm/assets/flyte_client.png similarity index 100% rename from plugins/flytekit-slurm/assets/tmp/flyte_client.png rename to plugins/flytekit-slurm/assets/flyte_client.png diff --git a/plugins/flytekit-slurm/assets/overview_v2.png b/plugins/flytekit-slurm/assets/overview_v2.png new file mode 100644 index 0000000000000000000000000000000000000000..c47caa13044cc4242b7332da8735176fe975fc7d GIT binary patch literal 183805 zcmeEP2OyQ}|K}hpGcwb$NA?!7_l!!)=-A3UMieqLGBZO&l#0xZLRMx`sR$Wa4YEoZ z@qb>zwC(-e-Qt=R2PF4b|0FAtIn9z`(#DQd3pb!@$4>|1eAO zwt*5OgG>qV2h&AQMIPg3JN;`63~yXlrNgfF9#*z?mKdx;3hSR(1^I0pU0hj(6j=oY zmFz6dU6GCs;3FtUSX(-vE@(NPvbD2AunH=R@bZI899jr-TL)K17aLX~dGKA$!PU|Z z`~}6}|2q2Me}}<80e({f5mPZv@KMgm$3FDj8{k$6mw{(9?;Tc6;uG9 z?QBn2flf1T$pt_(iuNbd@7${S)K|0!lTFL@~;=KI4qM`yq>kWMw zy0VZUxFP^5>m#fXNZU=_L9=qVM7r35DXvX;qhaWZi#fv1a=jef4V9QVA}uVD>qTJN zf~-PHto(A|0`x1SU}1}}Mk4IN7Y76w)LM(WVAXg~x7%8*m#N!oSi5PenJGD)bk*AL zWN=8$5j663Yv?xZJyehgCmStCi?s!{@IVbnKtg1FOctK&C1L_#gwP4Iu){Z3a$M>|(rr>_gm9UUA16?|0@fkZl<{JNTzqaA8?s9v4G z#J{=;D$xIKNug2$TMJh}I1t4NNI(;ZrU6}0wY0UiL3b_4kGf)yK-WeUxY!^p98az{ zuvWBrTh;lpWnN&9LNps`EQ!DJt=m6p7+n`MW)0nAYGDi7b2Yaywe+wwcXPGm0DQUL4_KS^ zuGVX=@8OqT1(A+!4i=UWi2zQKKWSs@YN_vpFo#Ba5)e2jvvIYz1K$L|M<9~y6xPQF zh(gFp1o{sucXV*wR4%mk1Ik^1kUC+x>5Ayu54eJ`v$ckJ8@WzM@_^f2Z2=L=p~_ty zp{}8Jl@a!~b`UQqINIAnQcEA<-~#?==|dfyumrP4jn3Q+>29fP>*{LjV2vs|ZfkA5 zw!VOgf&5#i-!B`Eq5-ILOEd#RwSJutzmTJfB@lA1NKY^v)a_#8C?Y~}zo01U`^hi7 zBrJg{v)Rl>BB(+Hihr#)+J;8`TSy$#L2<~hj~`Mg-!Rga)GI8!zG8ni^~$+;I+)8r zN=#{udL5BkwjQ<)y#F*>wzIT?nDKvwlm)~j*7yHcNLd6;-ak1h3!tX*6)8h}wMi0M zI#|d-`V)u_2S*1W05?m%uf^nFB$q5LzEah{&edB=rA<-?Enhb86uJy)X@_vNb^jU{ zY$b?(%MiW{MAs2u&rPxsO)Mya5{7C*n}F`g#nBCEZi%|54#F zTe|*^E`@+r2I6)@1N{2RplYv4-5=HbZNeG7cE6FL&Fv5_ER18N7QY;+fxX$ zHDd>|}2?(Eil3FEig^sXZwK%!3<%3!g>v`@@#S@*gDv{+9H4@ z5A5J?{RhDCMz;#4@T>lUe`$0bK&-hAehYGdtnCey_{C4~tqwVqf zo8%Z|x9FoBTaHLq8%JwL2ZWu{ms0t!&8aVSG#w$o&zi64xTUMBC(1nvi7r66n*^h! zhpp>jP?Mh*@;^b}454qR&x(*YX5$Ma2GC!0Es?gsWwYiihRQ4uE;ei4uQm794@KRY zKg$5+%31IGk8we*D^xI0pcJ-r#-N4Mx*GhoiYRsS-y4sAid6_qYy{*lL)&~PJ@p%% zZa)Cyg5Q7$VKkThSa@%4dHplQxG2LA?cEa;{#vvA&i2==!S#jsZ4zWnuWSgBU%%&% zH#O0u_iLyexcZ$S_kp>moh|SuBZUBO{lJ-Qw(fb>G(&rrzvwL;H&@UM)ZQ9WL4g*u zr}>}d5f%_f1%yy&L|6p%eUqf$3XPzhC1^(Z`_YIH+Fkx7nz81!1>CG>X>AJtC1C7- zAuR}&p#c9M7gi7u{hEkG(0;5TPD2tjzw9Qt)F@TVm$u>gs5}slwL*=uH-f<2oi$*hss8%!eP6 z#b$>Jh?rZ5Sc+Q+gB!p0zJM$IYd_GHpDm>Q9U-C7$|gb*M5(9EgoHL<{}w{pQuUyM zfPatb;pY|m4@}h!-NOr(c9Z&9Q((WMe7>bOgr&F@6!rOz-bBsCEzPWcAHDq{>S|pJ z3G#1NS6l8HNGJPU85uv1w%T%90w|RDcTwXyU7;K&Xk7FK(trz!XhgFHe%8G$UsL0n zSLOc~HLe5ie>8a7njHVd<=^Lu{b_=3OBbK$@AWDFJd$q9d7&l!Cj4en-STT3@wVv2KYui{-c%RmJ=0U!=7Ko z=%G35|3$Ga2>Aanvh^>;er-c+y^$z%^FL3qXdd3AYrk`Rq1_|@#%jLH-bee$P`dV? 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zK!{Dga=sgg0ZW1`SKzKcP{c?^cX{}ZW*Yef(guitv36w@En(B0^8nMNLn0-99h1a=T!+G)EWb|*f>-d{#@2^0IkB_;4Cn*riL zj%i)mUc3!Z(!tGSo&N& z3U*(H;IT%vZdd>%agFRgUNt@NJ`+UBk}iHwFDScU7nTSLbW4vmzjV?et9OKH8-v~H zIkDpQ<+q3Ql!dNE)Z>vd`)GHt|8wwy(fMn;hNYYq_3=)Bz<@15 zaruM#d0;A8U636uA?gsDJA|)btT4o>KRLc?!167EnL?P2F5~mlU(-iPJ4i60+{k(c z`sn-jEo8*52&H+ph6zH2V9u~=Ua++PHBa9k!USR;dj8D z)VHF|HMq5R%0_V`D@4)uWa$!f6)Ws+8u_v~CJR*b=C|*SmDIBkjAeWS;rk3*6Q!x5 zPXoe+*&au`YSzajr0BhffZz~!^s_xh=sn!~uR5MVRlTw!A(2F9 z3LP`=0!eyrg$2q&kq^f7X{9? zY)9~C8Q&hHG4k&HZxsFSQk4TG6z)LC7`2x;vDU@!+xVw&)$p3WF|tE<$EZXfyldTz z5XUCm@;v^j74zY90oA(7mS#OXm{;fDV+IZUPit9ll Date: Tue, 31 Dec 2024 21:56:56 +0800 Subject: [PATCH 14/31] feat: Support SSH config in task config Add `ssh_conf` filed to let users specify connection secret Note that reconnection is done in both `get` and `delete`. This is just a temporary workaround. Signed-off-by: JiaWei Jiang --- .../flytekitplugins/slurm/agent.py | 46 ++++++++++--------- .../flytekitplugins/slurm/task.py | 9 ++-- 2 files changed, 30 insertions(+), 25 deletions(-) diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py index 101e6c2c85..a666dbf71e 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py @@ -1,8 +1,8 @@ -import os from dataclasses import dataclass from typing import Dict, Optional import asyncssh +from asyncssh import SSHClientConnection from flytekit.extend.backend.base_agent import AgentRegistry, AsyncAgentBase, Resource, ResourceMeta from flytekit.extend.backend.utils import convert_to_flyte_phase @@ -10,14 +10,6 @@ from flytekit.models.task import TaskTemplate -# Configure ssh info -class SSHCfg: - host = os.environ["SSH_HOST"] - port = int(os.environ["SSH_PORT"]) - username = os.environ["SSH_USERNAME"] - password = os.environ["SSH_PASSWORD"] - - @dataclass class SlurmJobMetadata(ResourceMeta): """Slurm job metadata. @@ -27,11 +19,16 @@ class SlurmJobMetadata(ResourceMeta): """ job_id: str + ssh_conf: Dict[str, str] class SlurmAgent(AsyncAgentBase): name = "Slurm Agent" + # SSH connection pool for multi-host environment + # _ssh_clients: Dict[str, SSHClientConnection] + _conn: Optional[SSHClientConnection] = None + def __init__(self) -> None: super(SlurmAgent, self).__init__(task_type_name="slurm", metadata_type=SlurmJobMetadata) @@ -42,29 +39,27 @@ async def create( **kwargs, ) -> SlurmJobMetadata: # Retrieve task config + ssh_conf = task_template.custom["ssh_conf"] srun_conf = task_template.custom["srun_conf"] # Construct srun command for Slurm cluster cmd = _get_srun_cmd(srun_conf=srun_conf, entrypoint=" ".join(task_template.container.args)) # Run Slurm job - async with asyncssh.connect( - host=SSHCfg.host, port=SSHCfg.port, username=SSHCfg.username, password=SSHCfg.password - ) as conn: - res = await conn.run(cmd, check=True) + if self._conn is None: + await self._connect(ssh_conf) + res = await self._conn.run(cmd, check=True) # Direct return for sbatch # job_id = res.stdout.split()[-1] # Use echo trick for srun job_id = res.stdout.strip() - return SlurmJobMetadata(job_id=job_id) + return SlurmJobMetadata(job_id=job_id, ssh_conf=ssh_conf) async def get(self, resource_meta: SlurmJobMetadata, **kwargs) -> Resource: - async with asyncssh.connect( - host=SSHCfg.host, port=SSHCfg.port, username=SSHCfg.username, password=SSHCfg.password - ) as conn: - res = await conn.run(f"scontrol show job {resource_meta.job_id}", check=True) + await self._connect(resource_meta.ssh_conf) + res = await self._conn.run(f"scontrol show job {resource_meta.job_id}", check=True) # Determine the current flyte phase from Slurm job state job_state = "running" @@ -77,10 +72,17 @@ async def get(self, resource_meta: SlurmJobMetadata, **kwargs) -> Resource: return Resource(phase=cur_phase) async def delete(self, resource_meta: SlurmJobMetadata, **kwargs) -> None: - async with asyncssh.connect( - host=SSHCfg.host, port=SSHCfg.port, username=SSHCfg.username, password=SSHCfg.password - ) as conn: - _ = await conn.run(f"scancel {resource_meta.job_id}", check=True) + await self._connect(resource_meta.ssh_conf) + _ = await self._conn.run(f"scancel {resource_meta.job_id}", check=True) + + async def _connect(self, ssh_conf: Dict[str, str]) -> None: + """Make an SSH client connection.""" + self._conn = await asyncssh.connect( + host=ssh_conf["host"], + port=int(ssh_conf["port"]), + username=ssh_conf["username"], + password=ssh_conf["password"], + ) def _get_srun_cmd(srun_conf: Dict[str, str], entrypoint: str) -> str: diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py index 3dce3ca7a9..4a372b3e3f 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py @@ -19,12 +19,17 @@ class Slurm(object): Compared with spark, please refer to https://api-docs.databricks.com/python/pyspark/latest/api/pyspark.SparkContext.html. Args: + ssh_conf: Options of ssh connection. The keys should match what asyncssh.connect method expects: + https://asyncssh.readthedocs.io/en/latest/api.html#asyncssh.connect srun_conf: Options of srun command. """ + ssh_conf: Optional[Dict[str, str]] = None srun_conf: Optional[Dict[str, str]] = None def __post_init__(self): + if self.ssh_conf is None: + self.ssh_conf = {} if self.srun_conf is None: self.srun_conf = {} @@ -52,9 +57,7 @@ def __init__( ) def get_custom(self, settings: SerializationSettings) -> Dict[str, Any]: - return { - "srun_conf": self.task_config.srun_conf, - } + return {"ssh_conf": self.task_config.ssh_conf, "srun_conf": self.task_config.srun_conf} def execute(self, **kwargs) -> Any: ctx = FlyteContextManager.current_context() From 9e6d8a686ad0e959464e95af1d28cfd7e9b977d9 Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Tue, 31 Dec 2024 22:02:59 +0800 Subject: [PATCH 15/31] docs: Include ssh config in demo example Signed-off-by: JiaWei Jiang --- plugins/flytekit-slurm/demo.md | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/plugins/flytekit-slurm/demo.md b/plugins/flytekit-slurm/demo.md index e5ce90e5d3..03d2bba33f 100644 --- a/plugins/flytekit-slurm/demo.md +++ b/plugins/flytekit-slurm/demo.md @@ -84,6 +84,12 @@ from flytekitplugins.slurm import Slurm, SlurmTask @task( task_config=Slurm( + ssh_conf={ + "host": "", + "port": "", + "username": "", + "password": "", + }, srun_conf={ "partition": "debug", "job-name": "demo-slurm", From e07b09a9ded62362564785aa215d85e05ca1d8b5 Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Tue, 7 Jan 2025 21:18:07 +0800 Subject: [PATCH 16/31] refactor: Reduce ssh_conf option to slurm_host only For data scientists and MLEs developing flyte wf with Slurm agent, they don't actually need to know ssh connection details. We assume they only need to specify which Slurm cluster to use by hostname. Signed-off-by: JiaWei Jiang --- .../flytekitplugins/slurm/agent.py | 21 +++++++------------ .../flytekitplugins/slurm/task.py | 9 +++----- 2 files changed, 11 insertions(+), 19 deletions(-) diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py index a666dbf71e..c147f8e63f 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py @@ -19,7 +19,7 @@ class SlurmJobMetadata(ResourceMeta): """ job_id: str - ssh_conf: Dict[str, str] + slurm_host: str class SlurmAgent(AsyncAgentBase): @@ -39,7 +39,7 @@ async def create( **kwargs, ) -> SlurmJobMetadata: # Retrieve task config - ssh_conf = task_template.custom["ssh_conf"] + slurm_host = task_template.custom["slurm_host"] srun_conf = task_template.custom["srun_conf"] # Construct srun command for Slurm cluster @@ -47,7 +47,7 @@ async def create( # Run Slurm job if self._conn is None: - await self._connect(ssh_conf) + await self._connect(slurm_host) res = await self._conn.run(cmd, check=True) # Direct return for sbatch @@ -55,10 +55,10 @@ async def create( # Use echo trick for srun job_id = res.stdout.strip() - return SlurmJobMetadata(job_id=job_id, ssh_conf=ssh_conf) + return SlurmJobMetadata(job_id=job_id, slurm_host=slurm_host) async def get(self, resource_meta: SlurmJobMetadata, **kwargs) -> Resource: - await self._connect(resource_meta.ssh_conf) + await self._connect(resource_meta.slurm_host) res = await self._conn.run(f"scontrol show job {resource_meta.job_id}", check=True) # Determine the current flyte phase from Slurm job state @@ -72,17 +72,12 @@ async def get(self, resource_meta: SlurmJobMetadata, **kwargs) -> Resource: return Resource(phase=cur_phase) async def delete(self, resource_meta: SlurmJobMetadata, **kwargs) -> None: - await self._connect(resource_meta.ssh_conf) + await self._connect(resource_meta.slurm_host) _ = await self._conn.run(f"scancel {resource_meta.job_id}", check=True) - async def _connect(self, ssh_conf: Dict[str, str]) -> None: + async def _connect(self, slurm_host: str) -> None: """Make an SSH client connection.""" - self._conn = await asyncssh.connect( - host=ssh_conf["host"], - port=int(ssh_conf["port"]), - username=ssh_conf["username"], - password=ssh_conf["password"], - ) + self._conn = await asyncssh.connect(host=slurm_host) def _get_srun_cmd(srun_conf: Dict[str, str], entrypoint: str) -> str: diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py index 4a372b3e3f..e781bedba5 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py @@ -19,17 +19,14 @@ class Slurm(object): Compared with spark, please refer to https://api-docs.databricks.com/python/pyspark/latest/api/pyspark.SparkContext.html. Args: - ssh_conf: Options of ssh connection. The keys should match what asyncssh.connect method expects: - https://asyncssh.readthedocs.io/en/latest/api.html#asyncssh.connect + slurm_host: Slurm host name. We assume there's no default Slurm host now. srun_conf: Options of srun command. """ - ssh_conf: Optional[Dict[str, str]] = None + slurm_host: str srun_conf: Optional[Dict[str, str]] = None def __post_init__(self): - if self.ssh_conf is None: - self.ssh_conf = {} if self.srun_conf is None: self.srun_conf = {} @@ -57,7 +54,7 @@ def __init__( ) def get_custom(self, settings: SerializationSettings) -> Dict[str, Any]: - return {"ssh_conf": self.task_config.ssh_conf, "srun_conf": self.task_config.srun_conf} + return {"slurm_host": self.task_config.slurm_host, "srun_conf": self.task_config.srun_conf} def execute(self, **kwargs) -> Any: ctx = FlyteContextManager.current_context() From 3a7eb6d5e31a58ea8afa38964a9ef6c3f6ae0f50 Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Wed, 8 Jan 2025 00:04:02 +0800 Subject: [PATCH 17/31] feat: Support Slurm agent with ShellTask 1. Write user-defined batch script to a tmp file 2. Transfer the batch script through sftp 3. Construct sbatch command to run on Slurm cluster Signed-off-by: JiaWei Jiang --- flytekit/extras/tasks/shell.py | 29 +++++++--- .../flytekitplugins/slurm/agent.py | 55 +++++++++---------- .../flytekitplugins/slurm/task.py | 43 +++++++-------- 3 files changed, 66 insertions(+), 61 deletions(-) diff --git a/flytekit/extras/tasks/shell.py b/flytekit/extras/tasks/shell.py index 32ae33fcc7..817795fadc 100644 --- a/flytekit/extras/tasks/shell.py +++ b/flytekit/extras/tasks/shell.py @@ -250,7 +250,7 @@ def __init__( if task_config is not None: fully_qualified_class_name = task_config.__module__ + "." + task_config.__class__.__name__ - if not fully_qualified_class_name == "flytekitplugins.pod.task.Pod": + if fully_qualified_class_name not in ["flytekitplugins.pod.task.Pod", "flytekitplugins.slurm.task.Slurm"]: raise ValueError("TaskConfig can either be empty - indicating simple container task or a PodConfig.") # Each instance of NotebookTask instantiates an underlying task with a dummy function that will only be used @@ -259,11 +259,14 @@ def __init__( # errors. # This seem like a hack. We should use a plugin_class that doesn't require a fake-function to make work. plugin_class = TaskPlugins.find_pythontask_plugin(type(task_config)) - self._config_task_instance = plugin_class(task_config=task_config, task_function=_dummy_task_func) - # Rename the internal task so that there are no conflicts at serialization time. Technically these internal - # tasks should not be serialized at all, but we don't currently have a mechanism for skipping Flyte entities - # at serialization time. - self._config_task_instance._name = f"_bash.{name}" + if plugin_class.__name__ == "SlurmTask": + self._config_task_instance = None + else: + self._config_task_instance = plugin_class(task_config=task_config, task_function=_dummy_task_func) + # Rename the internal task so that there are no conflicts at serialization time. Technically these internal + # tasks should not be serialized at all, but we don't currently have a mechanism for skipping Flyte entities + # at serialization time. + self._config_task_instance._name = f"_bash.{name}" self._script = script self._script_file = script_file self._debug = debug @@ -275,7 +278,9 @@ def __init__( super().__init__( name, task_config, - task_type=self._config_task_instance.task_type, + task_type=kwargs.pop("task_type") + if self._config_task_instance is None + else self._config_task_instance.task_type, interface=Interface(inputs=inputs, outputs=outputs), **kwargs, ) @@ -309,7 +314,10 @@ def script_file(self) -> typing.Optional[os.PathLike]: return self._script_file def pre_execute(self, user_params: ExecutionParameters) -> ExecutionParameters: - return self._config_task_instance.pre_execute(user_params) + if self._config_task_instance is None: + return user_params + else: + return self._config_task_instance.pre_execute(user_params) def execute(self, **kwargs) -> typing.Any: """ @@ -367,7 +375,10 @@ def execute(self, **kwargs) -> typing.Any: return None def post_execute(self, user_params: ExecutionParameters, rval: typing.Any) -> typing.Any: - return self._config_task_instance.post_execute(user_params, rval) + if self._config_task_instance is None: + return rval + else: + return self._config_task_instance.post_execute(user_params, rval) class RawShellTask(ShellTask): diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py index c147f8e63f..e8a7acd7c5 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py @@ -1,3 +1,4 @@ +import tempfile from dataclasses import dataclass from typing import Dict, Optional @@ -29,6 +30,9 @@ class SlurmAgent(AsyncAgentBase): # _ssh_clients: Dict[str, SSHClientConnection] _conn: Optional[SSHClientConnection] = None + # Remote path of the batch script + REMOTE_PATH = "/tmp/demo.slurm" + def __init__(self) -> None: super(SlurmAgent, self).__init__(task_type_name="slurm", metadata_type=SlurmJobMetadata) @@ -39,21 +43,25 @@ async def create( **kwargs, ) -> SlurmJobMetadata: # Retrieve task config + script = task_template.custom["script"] slurm_host = task_template.custom["slurm_host"] - srun_conf = task_template.custom["srun_conf"] + sbatch_conf = task_template.custom["sbatch_conf"] - # Construct srun command for Slurm cluster - cmd = _get_srun_cmd(srun_conf=srun_conf, entrypoint=" ".join(task_template.container.args)) + # Construct sbatch command for Slurm cluster + cmd = _get_sbatch_cmd(sbatch_conf=sbatch_conf, batch_script_path=self.REMOTE_PATH) # Run Slurm job if self._conn is None: await self._connect(slurm_host) + with tempfile.NamedTemporaryFile("w") as f: + f.write(script) + f.flush() + async with self._conn.start_sftp_client() as sftp: + await sftp.put(f.name, self.REMOTE_PATH) res = await self._conn.run(cmd, check=True) - # Direct return for sbatch - # job_id = res.stdout.split()[-1] - # Use echo trick for srun - job_id = res.stdout.strip() + # Retrieve Slurm job id + job_id = res.stdout.split()[-1] return SlurmJobMetadata(job_id=job_id, slurm_host=slurm_host) @@ -68,7 +76,6 @@ async def get(self, resource_meta: SlurmJobMetadata, **kwargs) -> Resource: job_state = o.split("=")[1].strip().lower() cur_phase = convert_to_flyte_phase(job_state) - # outputs.pb will be loaded without setting outputs object return Resource(phase=cur_phase) async def delete(self, resource_meta: SlurmJobMetadata, **kwargs) -> None: @@ -80,37 +87,27 @@ async def _connect(self, slurm_host: str) -> None: self._conn = await asyncssh.connect(host=slurm_host) -def _get_srun_cmd(srun_conf: Dict[str, str], entrypoint: str) -> str: - """Construct Slurm srun command. +def _get_sbatch_cmd(sbatch_conf: Dict[str, str], batch_script_path: str) -> str: + """Construct Slurm sbatch command. - Flyte entrypoint, pyflyte-execute, is run within a bash shell process. + We assume all main scripts and dependencies are on Slurm cluster. Args: - srun_conf: Options of srun command. - entrypoint: Flyte entrypoint. + sbatch_conf: Options of srun command. + batch_script_path: Absolute path of the batch script. Returns: - cmd: Slurm srun command. + cmd: Slurm sbatch command. """ - # Setup srun options - cmd = ["srun"] - for opt, val in srun_conf.items(): + # Setup sbatch options + cmd = ["sbatch"] + for opt, val in sbatch_conf.items(): cmd.extend([f"--{opt}", str(val)]) - cmd.extend(["bash", "-c"]) + # Assign the batch script to run + cmd.append(batch_script_path) cmd = " ".join(cmd) - cmd += f""" '# Setup environment variables - export PATH=$PATH:/opt/anaconda/anaconda3/bin; - - # Run pyflyte-execute in a pre-built conda env - source activate dev; - {entrypoint}; - - # A trick to show Slurm job id on stdout - echo $SLURM_JOB_ID;' - """ - return cmd diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py index e781bedba5..18fbcfafcf 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py @@ -3,35 +3,35 @@ """ from dataclasses import dataclass -from typing import Any, Callable, Dict, Optional, Union +from typing import Any, Dict, Optional -from flytekit import FlyteContextManager, PythonFunctionTask from flytekit.configuration import SerializationSettings from flytekit.extend import TaskPlugins from flytekit.extend.backend.base_agent import AsyncAgentExecutorMixin -from flytekit.image_spec import ImageSpec +from flytekit.extras.tasks.shell import ShellTask @dataclass class Slurm(object): - """Configure Slurm settings. Note that we focus on srun command now. + """Configure Slurm settings. Note that we focus on sbatch command now. Compared with spark, please refer to https://api-docs.databricks.com/python/pyspark/latest/api/pyspark.SparkContext.html. Args: slurm_host: Slurm host name. We assume there's no default Slurm host now. - srun_conf: Options of srun command. + sbatch_conf: Options of sbatch command. For available options, please refer to + https://slurm.schedmd.com/sbatch.html. """ slurm_host: str - srun_conf: Optional[Dict[str, str]] = None + sbatch_conf: Optional[Dict[str, str]] = None def __post_init__(self): - if self.srun_conf is None: - self.srun_conf = {} + if self.sbatch_conf is None: + self.sbatch_conf = {} -class SlurmTask(AsyncAgentExecutorMixin, PythonFunctionTask[Slurm]): +class SlurmTask(AsyncAgentExecutorMixin, ShellTask[Slurm]): """ Actual Plugin that transforms the local python code for execution within a slurm context... """ @@ -40,30 +40,27 @@ class SlurmTask(AsyncAgentExecutorMixin, PythonFunctionTask[Slurm]): def __init__( self, + name: str, task_config: Slurm, - task_function: Callable, - container_image: Optional[Union[str, ImageSpec]] = None, + script: Optional[str] = None, + # Support reading a script file in the future + # script_file: Optional[str] = None, **kwargs, ): super(SlurmTask, self).__init__( + name, task_config=task_config, task_type=self._TASK_TYPE, - task_function=task_function, - container_image=container_image, + script=script, **kwargs, ) def get_custom(self, settings: SerializationSettings) -> Dict[str, Any]: - return {"slurm_host": self.task_config.slurm_host, "srun_conf": self.task_config.srun_conf} - - def execute(self, **kwargs) -> Any: - ctx = FlyteContextManager.current_context() - if ctx.execution_state and ctx.execution_state.is_local_execution(): - # Mimic the propeller's behavior in local agent test - return AsyncAgentExecutorMixin.execute(self, **kwargs) - else: - # Execute the task with a direct python function call - return PythonFunctionTask.execute(self, **kwargs) + return { + "script": self._script, + "slurm_host": self.task_config.slurm_host, + "sbatch_conf": self.task_config.sbatch_conf, + } TaskPlugins.register_pythontask_plugin(Slurm, SlurmTask) From a815fd9dbe6f885788b101705a292ac71a00291e Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Thu, 9 Jan 2025 23:22:22 +0800 Subject: [PATCH 18/31] feat: Simplify Slurm job submission logic 1. Remove SFTP for batch script transfer * Assume Slurm batch script is present on Slurm cluster 2. Support directly specifying a remote batch script path Signed-off-by: JiaWei Jiang --- .../flytekit-slurm/flytekitplugins/slurm/agent.py | 15 +++------------ .../flytekit-slurm/flytekitplugins/slurm/task.py | 10 +++++----- 2 files changed, 8 insertions(+), 17 deletions(-) diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py index e8a7acd7c5..5c0083a615 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py @@ -1,4 +1,3 @@ -import tempfile from dataclasses import dataclass from typing import Dict, Optional @@ -30,9 +29,6 @@ class SlurmAgent(AsyncAgentBase): # _ssh_clients: Dict[str, SSHClientConnection] _conn: Optional[SSHClientConnection] = None - # Remote path of the batch script - REMOTE_PATH = "/tmp/demo.slurm" - def __init__(self) -> None: super(SlurmAgent, self).__init__(task_type_name="slurm", metadata_type=SlurmJobMetadata) @@ -43,21 +39,16 @@ async def create( **kwargs, ) -> SlurmJobMetadata: # Retrieve task config - script = task_template.custom["script"] slurm_host = task_template.custom["slurm_host"] + batch_script_path = task_template.custom["batch_script_path"] sbatch_conf = task_template.custom["sbatch_conf"] # Construct sbatch command for Slurm cluster - cmd = _get_sbatch_cmd(sbatch_conf=sbatch_conf, batch_script_path=self.REMOTE_PATH) + cmd = _get_sbatch_cmd(sbatch_conf=sbatch_conf, batch_script_path=batch_script_path) # Run Slurm job if self._conn is None: await self._connect(slurm_host) - with tempfile.NamedTemporaryFile("w") as f: - f.write(script) - f.flush() - async with self._conn.start_sftp_client() as sftp: - await sftp.put(f.name, self.REMOTE_PATH) res = await self._conn.run(cmd, check=True) # Retrieve Slurm job id @@ -94,7 +85,7 @@ def _get_sbatch_cmd(sbatch_conf: Dict[str, str], batch_script_path: str) -> str: Args: sbatch_conf: Options of srun command. - batch_script_path: Absolute path of the batch script. + batch_script_path: Absolute path of the batch script on Slurm cluster. Returns: cmd: Slurm sbatch command. diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py index 18fbcfafcf..1f6ac3c374 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py @@ -19,11 +19,13 @@ class Slurm(object): Args: slurm_host: Slurm host name. We assume there's no default Slurm host now. + batch_script_path: Absolute path of the batch script on Slurm cluster. sbatch_conf: Options of sbatch command. For available options, please refer to https://slurm.schedmd.com/sbatch.html. """ slurm_host: str + batch_script_path: str sbatch_conf: Optional[Dict[str, str]] = None def __post_init__(self): @@ -42,23 +44,21 @@ def __init__( self, name: str, task_config: Slurm, - script: Optional[str] = None, - # Support reading a script file in the future - # script_file: Optional[str] = None, **kwargs, ): super(SlurmTask, self).__init__( name, task_config=task_config, task_type=self._TASK_TYPE, - script=script, + # Dummy script as a tmp workaround + script="#!/bin/bash", **kwargs, ) def get_custom(self, settings: SerializationSettings) -> Dict[str, Any]: return { - "script": self._script, "slurm_host": self.task_config.slurm_host, + "batch_script_path": self.task_config.batch_script_path, "sbatch_conf": self.task_config.sbatch_conf, } From a3ea014241d9e2888b9d3146016269beb408aa87 Mon Sep 17 00:00:00 2001 From: pryce-turner Date: Thu, 9 Jan 2025 16:02:43 -0800 Subject: [PATCH 19/31] Added script args to agent and task Signed-off-by: pryce-turner --- .../flytekit-slurm/flytekitplugins/slurm/agent.py | 15 +++++++++++---- .../flytekit-slurm/flytekitplugins/slurm/task.py | 5 ++++- 2 files changed, 15 insertions(+), 5 deletions(-) diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py index 5c0083a615..0996f566d2 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py @@ -1,5 +1,5 @@ from dataclasses import dataclass -from typing import Dict, Optional +from typing import Dict, List, Optional import asyncssh from asyncssh import SSHClientConnection @@ -41,10 +41,11 @@ async def create( # Retrieve task config slurm_host = task_template.custom["slurm_host"] batch_script_path = task_template.custom["batch_script_path"] + batch_script_args = task_template.custom["batch_script_args"] sbatch_conf = task_template.custom["sbatch_conf"] # Construct sbatch command for Slurm cluster - cmd = _get_sbatch_cmd(sbatch_conf=sbatch_conf, batch_script_path=batch_script_path) + cmd = _get_sbatch_cmd(sbatch_conf=sbatch_conf, batch_script_path=batch_script_path, batch_script_args=batch_script_args) # Run Slurm job if self._conn is None: @@ -78,7 +79,7 @@ async def _connect(self, slurm_host: str) -> None: self._conn = await asyncssh.connect(host=slurm_host) -def _get_sbatch_cmd(sbatch_conf: Dict[str, str], batch_script_path: str) -> str: +def _get_sbatch_cmd(sbatch_conf: Dict[str, str], batch_script_path: str, batch_script_args: List[str] = None) -> str: """Construct Slurm sbatch command. We assume all main scripts and dependencies are on Slurm cluster. @@ -86,6 +87,7 @@ def _get_sbatch_cmd(sbatch_conf: Dict[str, str], batch_script_path: str) -> str: Args: sbatch_conf: Options of srun command. batch_script_path: Absolute path of the batch script on Slurm cluster. + batch_script_args: Additional args for the batch script on Slurm cluster. Returns: cmd: Slurm sbatch command. @@ -97,8 +99,13 @@ def _get_sbatch_cmd(sbatch_conf: Dict[str, str], batch_script_path: str) -> str: # Assign the batch script to run cmd.append(batch_script_path) - cmd = " ".join(cmd) + # Add args if present + if batch_script_args: + for arg in batch_script_args: + cmd.append(arg) + + cmd = " ".join(cmd) return cmd diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py index 1f6ac3c374..0b521b2128 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py @@ -3,7 +3,7 @@ """ from dataclasses import dataclass -from typing import Any, Dict, Optional +from typing import Any, Dict, List, Optional from flytekit.configuration import SerializationSettings from flytekit.extend import TaskPlugins @@ -21,11 +21,13 @@ class Slurm(object): slurm_host: Slurm host name. We assume there's no default Slurm host now. batch_script_path: Absolute path of the batch script on Slurm cluster. sbatch_conf: Options of sbatch command. For available options, please refer to + batch_script_args: Additional args for the batch script on Slurm cluster. https://slurm.schedmd.com/sbatch.html. """ slurm_host: str batch_script_path: str + batch_script_args: Optional[List[str]] = None sbatch_conf: Optional[Dict[str, str]] = None def __post_init__(self): @@ -59,6 +61,7 @@ def get_custom(self, settings: SerializationSettings) -> Dict[str, Any]: return { "slurm_host": self.task_config.slurm_host, "batch_script_path": self.task_config.batch_script_path, + "batch_script_args": self.task_config.batch_script_args, "sbatch_conf": self.task_config.sbatch_conf, } From a109bd8a26a189406e2596b3cdbec836f59e0086 Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Sat, 11 Jan 2025 21:23:06 +0800 Subject: [PATCH 20/31] Add asyncssh to dependencies Signed-off-by: JiaWei Jiang --- plugins/flytekit-slurm/setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/plugins/flytekit-slurm/setup.py b/plugins/flytekit-slurm/setup.py index 287e7c4fd1..c9e997f4b3 100644 --- a/plugins/flytekit-slurm/setup.py +++ b/plugins/flytekit-slurm/setup.py @@ -4,7 +4,7 @@ microlib_name = f"flytekitplugins-{PLUGIN_NAME}" -plugin_requires = ["flytekit>1.13.8", "aiohttp", "flyteidl>=1.11.0b1"] +plugin_requires = ["flytekit>1.13.8", "flyteidl>=1.11.0b1", "asyncssh"] __version__ = "0.0.0+develop" From e5da6657b6846827bb33a502bf02fbffc6c25acb Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Sat, 11 Jan 2025 23:22:40 +0800 Subject: [PATCH 21/31] docs: Update setup and demo for a basic use case Signed-off-by: JiaWei Jiang --- plugins/flytekit-slurm/assets/basic.png | Bin 0 -> 125907 bytes .../assets/slurm_basic_result.png | Bin 0 -> 42898 bytes plugins/flytekit-slurm/demo.md | 113 +++++++----------- 3 files changed, 42 insertions(+), 71 deletions(-) create mode 100644 plugins/flytekit-slurm/assets/basic.png create mode 100644 plugins/flytekit-slurm/assets/slurm_basic_result.png diff --git a/plugins/flytekit-slurm/assets/basic.png b/plugins/flytekit-slurm/assets/basic.png new file mode 100644 index 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z7^gt9W`ODaq}zU1`CB_BlEQ;~oyiB-{QtcT=$3;Gpx}@$V+A29ys%btJA0k>o4m`8 ze03|RdlPy6Rj|3b_0~?DZrW8e8;vwPPInR~Pu=kDv!Nbf$zvWF#)LkLBPMRzmU@w{ z-=)AT;eHr!N-v>ES!9@rVVXn!Fd`(`IGjf#USG&YT2$hfRP<<1UdT=0vt0CURIzDz z0`@&?CbiJZ@}OzE_twXDW=jrzDd;7}ngM?$7gf5#Gr#G?{;odlZpuEj#0mazQ*SluEYlDISzDc8bpSM2yKciw&TJTNBdJ*#2 U>=1}a`FWru2mVkb^U?2r0jQ030RR91 literal 0 HcmV?d00001 diff --git a/plugins/flytekit-slurm/demo.md b/plugins/flytekit-slurm/demo.md index 03d2bba33f..6e2e94aece 100644 --- a/plugins/flytekit-slurm/demo.md +++ b/plugins/flytekit-slurm/demo.md @@ -1,28 +1,27 @@ # Slurm Agent Demo -In this guide, we will briefly introduce how to setup an environment to test Slurm agent locally without running the backend service (e.g., flyte agent gRPC server). +In this guide, we will briefly introduce how to setup an environment to test Slurm agent locally without running the backend service (e.g., flyte agent gRPC server). It covers both basic and advanced use cases. ## Table of Content * [Overview](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#overview) * [Setup a Local Environment](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#setup-a-local-environment) * [Flyte Client (Localhost)](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#flyte-client-localhost) * [Remote Tiny Slurm Cluster](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#remote-tiny-slurm-cluster) - * [Amazon S3 Bucket](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#amazon-s3-bucket) + * [SSH COnfiguration](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#ssh-configuration) * [Run a Demo](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#run-a-demo) -* [Result](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#result) ## Overview Slurm agent on the highest level has three core methods to interact with a Slurm cluster: -1. `create`: Use `srun` to run a Slurm job which executes Flyte entrypoints, `pyflyte-fast-execute` and `pyflyte-execute` +1. `create`: Use `srun` or `sbatch` to run a job on a Slurm cluster 2. `get`: Use `scontrol show job ` to monitor the Slurm job state 3. `delete`: Use `scancel ` to cancel the Slurm job (this method is still under test) -The following figure illustrates the interaction between a client and a remote Slurm cluster. To facilitate file access between two machines, such as flyte task input and output `.pb` files and task modules, we use an Amazon S3 bucket for data storage. +In the simplest form, Slurm agent supports directly running a batch script using `sbatch` on a Slurm cluster as shown below: -![](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/assets/overview_v2.png) +![](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/assets/basic_arch.png) -## Setup a Local Environment -Without running the backend service, we can setup an environment to test the Slurm agent locally. The setup is divided into three components: a client (localhost), a remote tiny Slurm cluster, and an Amazon S3 bucket that facilitates communication between the two. +## Setup a Local Test Environment +Without running the backend service, we can setup an environment to test Slurm agent locally. The setup consists of two main components: a client (localhost) and a remote tiny Slurm cluster. Then, we need to configure SSH connection to facilitate communication between the two, which relies on `asyncssh`. ### Flyte Client (Localhost) 1. Setup a local Flyte cluster following this [official guide](https://docs.flyte.org/en/latest/community/contribute/contribute_code.html#how-to-setup-dev-environment-for-flytekit) @@ -42,81 +41,59 @@ pip install -e . ### Remote Tiny Slurm Cluster To simplify the setup process, we follow this [guide](https://github.com/JiangJiaWei1103/Slurm-101) to configure a single-host Slurm cluster, covering `slurmctld` (the central management daemon) and `slurmd` (the compute node daemon). -After building a Slurm cluster, we need to install Flytekit similar to the Flyte client. -1. Setup a local Flyte cluster following this [official guide](https://docs.flyte.org/en/latest/community/contribute/contribute_code.html#how-to-setup-dev-environment-for-flytekit) -2. Build a conda environment called `dev` and activate it -3. Clone Flytekit repo and install Flytekit +### SSH Configuration +To facilitate communication between the Flyte client and the remote Slurm cluster, we setup SSH on the Flyte client side as follows: +1. Create a new authentication key pair ``` -git clone https://github.com/flyteorg/flytekit.git -make setup && pip install -e . +ssh-keygen -t rsa -b 4096 ``` - -### Amazon S3 Bucket -1. Click "Create bucket" button tp create a bucket on this [page](https://us-west-2.console.aws.amazon.com/s3/get-started?region=us-west-2&bucketType=general) - * Give the cluster an unique name and leave other settings as default -2. Click the user on the top right corner and go to "Security credentials" -3. Create an access key and save it -4. Configure AWS access on both machines +2. Copy the public key into the remote Slurm cluster ``` -# ~/.aws/config -[default] -region= - -# ~/.aws/credentials -[default] -aws_access_key_id= -aws_secret_access_key= +ssh-copy-id @ +``` +3. Enable key-based authentication +``` +# ~/.ssh/config +Host + HostName + Port + User + IdentityFile ``` - -Now, both machines have access to the Amazon S3 bucket. ## Run a Demo -We use the following script to test the Slurm agent on the client side. +Suppose we have a batch script to run on Slurm cluster: +``` +#!/bin/bash + +echo "Working!" >> ./remote_touch.txt +``` + +We use the following python script to test Slurm agent on the client side. A crucial part of the task configuration is specifying the target Slurm cluster and designating the batch script's path within the cluster. ```python -# demo_slurm.py import os -from typing import Any, Dict -from flytekit import kwtypes, task, workflow, ImageSpec +from flytekit import workflow from flytekitplugins.slurm import Slurm, SlurmTask -@task( +echo_job = SlurmTask( + name="echo-job-name", task_config=Slurm( - ssh_conf={ - "host": "", - "port": "", - "username": "", - "password": "", - }, - srun_conf={ + slurm_host="", + batch_script_path="", + sbatch_conf={ "partition": "debug", - "job-name": "demo-slurm", - # Remote working directory - "chdir": "" + "job-name": "tiny-slurm", } ) ) -def plus_one(x: int) -> int: - return x + 1 - - -@task -def greet(year: int) -> str: - return f"Hello {year}!!!" @workflow -def wf(x: int) -> str: - """Return plus one result now. - - Return slurm job information? - """ - x = plus_one(x=x) - msg = greet(year=x) - - return msg +def wf() -> None: + echo_job() if __name__ == "__main__": @@ -126,17 +103,11 @@ if __name__ == "__main__": runner = CliRunner() path = os.path.realpath(__file__) - # Local run print(f">>> LOCAL EXEC <<<") - result = runner.invoke(pyflyte.main, ["run", "--raw-output-data-prefix", "", path, "wf", "--x", 2024]) + result = runner.invoke(pyflyte.main, ["run", path, "wf"]) print(result.output) ``` -We expect "Hello 2025!!!" as the output on the Flyte client terminal. +After the Slurm job is completed, we can find the following result on Slurm cluster: -## Result -### Flyte Client -![](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/assets/flyte_client.png) - -### Remote Tiny Slurm Cluster -![](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/assets/remote_tiny_slurm_cluster.png) +![](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/assets/slurm_basic_result.png) From 0a3d9f17dc6819a1a63c4c9052a0852b240d4ccc Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Sat, 11 Jan 2025 23:23:47 +0800 Subject: [PATCH 22/31] docs: Update basic arch figure path Signed-off-by: JiaWei Jiang --- .../assets/{basic.png => basic_arch.png} | Bin 1 file changed, 0 insertions(+), 0 deletions(-) rename plugins/flytekit-slurm/assets/{basic.png => basic_arch.png} (100%) diff --git a/plugins/flytekit-slurm/assets/basic.png b/plugins/flytekit-slurm/assets/basic_arch.png similarity index 100% rename from plugins/flytekit-slurm/assets/basic.png rename to plugins/flytekit-slurm/assets/basic_arch.png From 1b0f6df31b022c27e36d68521422522108fc8c98 Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Sat, 11 Jan 2025 23:27:59 +0800 Subject: [PATCH 23/31] docs: Fix typo and hyperlink Signed-off-by: JiaWei Jiang --- plugins/flytekit-slurm/demo.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/plugins/flytekit-slurm/demo.md b/plugins/flytekit-slurm/demo.md index 6e2e94aece..a41d94926e 100644 --- a/plugins/flytekit-slurm/demo.md +++ b/plugins/flytekit-slurm/demo.md @@ -4,10 +4,10 @@ In this guide, we will briefly introduce how to setup an environment to test Slu ## Table of Content * [Overview](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#overview) -* [Setup a Local Environment](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#setup-a-local-environment) +* [Setup a Local Test Environment](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#setup-a-local-test-environment) * [Flyte Client (Localhost)](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#flyte-client-localhost) * [Remote Tiny Slurm Cluster](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#remote-tiny-slurm-cluster) - * [SSH COnfiguration](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#ssh-configuration) + * [SSH Configuration](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#ssh-configuration) * [Run a Demo](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#run-a-demo) ## Overview From 26cc20160f91f4544e5a5d0acfdb16e7dfa76869 Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Sat, 11 Jan 2025 23:39:56 +0800 Subject: [PATCH 24/31] fix: A tmp workaround to test agent locally without container_image Signed-off-by: JiaWei Jiang --- flytekit/extend/backend/base_agent.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/flytekit/extend/backend/base_agent.py b/flytekit/extend/backend/base_agent.py index 16235a68ec..d08685f06d 100644 --- a/flytekit/extend/backend/base_agent.py +++ b/flytekit/extend/backend/base_agent.py @@ -326,7 +326,7 @@ class AsyncAgentExecutorMixin: def execute(self: PythonTask, **kwargs) -> LiteralMap: ctx = FlyteContext.current_context() - ss = ctx.serialization_settings or SerializationSettings(ImageConfig()) + ss = ctx.serialization_settings or SerializationSettings(ImageConfig.auto_default_image()) output_prefix = ctx.file_access.get_random_remote_directory() self.resource_meta = None From 16d953e63842517d6db23991ed1bfeb1b2276a55 Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Wed, 15 Jan 2025 00:54:35 +0800 Subject: [PATCH 25/31] feat: Support user-defined batch script content with SlurmShellTask `SlurmTask` and `SlurmShellTask` now share the same agent. Signed-off-by: JiaWei Jiang --- flytekit/extras/tasks/shell.py | 8 +++- .../flytekitplugins/slurm/__init__.py | 2 +- .../flytekitplugins/slurm/agent.py | 28 ++++++++++++- .../flytekitplugins/slurm/task.py | 41 +++++++++++++++++++ 4 files changed, 74 insertions(+), 5 deletions(-) diff --git a/flytekit/extras/tasks/shell.py b/flytekit/extras/tasks/shell.py index 817795fadc..313feb5980 100644 --- a/flytekit/extras/tasks/shell.py +++ b/flytekit/extras/tasks/shell.py @@ -250,7 +250,11 @@ def __init__( if task_config is not None: fully_qualified_class_name = task_config.__module__ + "." + task_config.__class__.__name__ - if fully_qualified_class_name not in ["flytekitplugins.pod.task.Pod", "flytekitplugins.slurm.task.Slurm"]: + if fully_qualified_class_name not in [ + "flytekitplugins.pod.task.Pod", + "flytekitplugins.slurm.task.Slurm", + "flytekitplugins.slurm.task.SlurmShell", + ]: raise ValueError("TaskConfig can either be empty - indicating simple container task or a PodConfig.") # Each instance of NotebookTask instantiates an underlying task with a dummy function that will only be used @@ -259,7 +263,7 @@ def __init__( # errors. # This seem like a hack. We should use a plugin_class that doesn't require a fake-function to make work. plugin_class = TaskPlugins.find_pythontask_plugin(type(task_config)) - if plugin_class.__name__ == "SlurmTask": + if plugin_class.__name__ in ["SlurmTask", "SlurmShellTask"]: self._config_task_instance = None else: self._config_task_instance = plugin_class(task_config=task_config, task_function=_dummy_task_func) diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py b/plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py index 4ceca6e5f0..8789f95992 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py @@ -1,2 +1,2 @@ from .agent import SlurmAgent -from .task import Slurm, SlurmTask +from .task import Slurm, SlurmShell, SlurmShellTask, SlurmTask diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py index 0996f566d2..f74b76046f 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py @@ -1,3 +1,4 @@ +import tempfile from dataclasses import dataclass from typing import Dict, List, Optional @@ -29,6 +30,12 @@ class SlurmAgent(AsyncAgentBase): # _ssh_clients: Dict[str, SSHClientConnection] _conn: Optional[SSHClientConnection] = None + # Tmp remote path of the batch script + REMOTE_PATH = "/tmp/echo_shell.slurm" + + # Dummy script content + DUMMY_SCRIPT = "#!/bin/bash" + def __init__(self) -> None: super(SlurmAgent, self).__init__(task_type_name="slurm", metadata_type=SlurmJobMetadata) @@ -40,16 +47,33 @@ async def create( ) -> SlurmJobMetadata: # Retrieve task config slurm_host = task_template.custom["slurm_host"] - batch_script_path = task_template.custom["batch_script_path"] batch_script_args = task_template.custom["batch_script_args"] sbatch_conf = task_template.custom["sbatch_conf"] # Construct sbatch command for Slurm cluster - cmd = _get_sbatch_cmd(sbatch_conf=sbatch_conf, batch_script_path=batch_script_path, batch_script_args=batch_script_args) + upload_script = False + if "script" in task_template.custom: + script = task_template.custom["script"] + assert script != self.DUMMY_SCRIPT, "Please write the user-defined batch script content." + + batch_script_path = self.REMOTE_PATH + upload_script = True + else: + # Assume the batch script is already on Slurm + batch_script_path = task_template.custom["batch_script_path"] + cmd = _get_sbatch_cmd( + sbatch_conf=sbatch_conf, batch_script_path=batch_script_path, batch_script_args=batch_script_args + ) # Run Slurm job if self._conn is None: await self._connect(slurm_host) + if upload_script: + with tempfile.NamedTemporaryFile("w") as f: + f.write(script) + f.flush() + async with self._conn.start_sftp_client() as sftp: + await sftp.put(f.name, self.REMOTE_PATH) res = await self._conn.run(cmd, check=True) # Retrieve Slurm job id diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py index 0b521b2128..772e8bc797 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py @@ -35,6 +35,19 @@ def __post_init__(self): self.sbatch_conf = {} +@dataclass +class SlurmShell(object): + """Encounter collision if Slurm is shared btw SlurmTask and SlurmShellTask.""" + + slurm_host: str + batch_script_args: Optional[List[str]] = None + sbatch_conf: Optional[Dict[str, str]] = None + + def __post_init__(self): + if self.sbatch_conf is None: + self.sbatch_conf = {} + + class SlurmTask(AsyncAgentExecutorMixin, ShellTask[Slurm]): """ Actual Plugin that transforms the local python code for execution within a slurm context... @@ -66,4 +79,32 @@ def get_custom(self, settings: SerializationSettings) -> Dict[str, Any]: } +class SlurmShellTask(AsyncAgentExecutorMixin, ShellTask[Slurm]): + _TASK_TYPE = "slurm" + + def __init__( + self, + name: str, + task_config: SlurmShell, + script: Optional[str] = None, + **kwargs, + ): + super(SlurmShellTask, self).__init__( + name, + task_config=task_config, + task_type=self._TASK_TYPE, + script=script, + **kwargs, + ) + + def get_custom(self, settings: SerializationSettings) -> Dict[str, Any]: + return { + "slurm_host": self.task_config.slurm_host, + "batch_script_args": self.task_config.batch_script_args, + "sbatch_conf": self.task_config.sbatch_conf, + "script": self._script, + } + + TaskPlugins.register_pythontask_plugin(Slurm, SlurmTask) +TaskPlugins.register_pythontask_plugin(SlurmShell, SlurmShellTask) From c743917e50e0e1e35a827b5ef3c53666200550c9 Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Wed, 15 Jan 2025 22:40:05 +0800 Subject: [PATCH 26/31] feat: Fall back to PythonTask for naive use cases 1. Inherited from `PythonTask` for cases in which the batch script is already on the Slurm cluster 2. Use a dummy `Interface` as a tmp workaround Signed-off-by: JiaWei Jiang --- .../flytekit-slurm/flytekitplugins/slurm/task.py | 16 +++++++--------- 1 file changed, 7 insertions(+), 9 deletions(-) diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py index 772e8bc797..d8993d83b0 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py @@ -6,6 +6,8 @@ from typing import Any, Dict, List, Optional from flytekit.configuration import SerializationSettings +from flytekit.core.base_task import PythonTask +from flytekit.core.interface import Interface from flytekit.extend import TaskPlugins from flytekit.extend.backend.base_agent import AsyncAgentExecutorMixin from flytekit.extras.tasks.shell import ShellTask @@ -48,11 +50,7 @@ def __post_init__(self): self.sbatch_conf = {} -class SlurmTask(AsyncAgentExecutorMixin, ShellTask[Slurm]): - """ - Actual Plugin that transforms the local python code for execution within a slurm context... - """ - +class SlurmTask(AsyncAgentExecutorMixin, PythonTask[Slurm]): _TASK_TYPE = "slurm" def __init__( @@ -62,11 +60,11 @@ def __init__( **kwargs, ): super(SlurmTask, self).__init__( - name, - task_config=task_config, task_type=self._TASK_TYPE, - # Dummy script as a tmp workaround - script="#!/bin/bash", + name=name, + task_config=task_config, + # Dummy interface, will support this after discussion + interface=Interface(None, None), **kwargs, ) From e365deeded7e1551542b7d577d96f9b430457725 Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Wed, 15 Jan 2025 23:30:35 +0800 Subject: [PATCH 27/31] refactor: Define Slurm as a base task config and extend for remote script Signed-off-by: JiaWei Jiang --- .../flytekitplugins/slurm/__init__.py | 2 +- .../flytekitplugins/slurm/task.py | 30 ++++++++----------- 2 files changed, 13 insertions(+), 19 deletions(-) diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py b/plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py index 8789f95992..345855380c 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py @@ -1,2 +1,2 @@ from .agent import SlurmAgent -from .task import Slurm, SlurmShell, SlurmShellTask, SlurmTask +from .task import Slurm, SlurmRemoteScript, SlurmShellTask, SlurmTask diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py index d8993d83b0..0892dfd900 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/task.py @@ -21,42 +21,35 @@ class Slurm(object): Args: slurm_host: Slurm host name. We assume there's no default Slurm host now. - batch_script_path: Absolute path of the batch script on Slurm cluster. sbatch_conf: Options of sbatch command. For available options, please refer to - batch_script_args: Additional args for the batch script on Slurm cluster. https://slurm.schedmd.com/sbatch.html. + batch_script_args: Additional args for the batch script on Slurm cluster. """ slurm_host: str - batch_script_path: str - batch_script_args: Optional[List[str]] = None sbatch_conf: Optional[Dict[str, str]] = None + batch_script_args: Optional[List[str]] = None def __post_init__(self): if self.sbatch_conf is None: self.sbatch_conf = {} -@dataclass -class SlurmShell(object): +# See https://stackoverflow.com/questions/51575931/class-inheritance-in-python-3-7-dataclasses +@dataclass(kw_only=True) +class SlurmRemoteScript(Slurm): """Encounter collision if Slurm is shared btw SlurmTask and SlurmShellTask.""" - slurm_host: str - batch_script_args: Optional[List[str]] = None - sbatch_conf: Optional[Dict[str, str]] = None - - def __post_init__(self): - if self.sbatch_conf is None: - self.sbatch_conf = {} + batch_script_path: str -class SlurmTask(AsyncAgentExecutorMixin, PythonTask[Slurm]): +class SlurmTask(AsyncAgentExecutorMixin, PythonTask[SlurmRemoteScript]): _TASK_TYPE = "slurm" def __init__( self, name: str, - task_config: Slurm, + task_config: SlurmRemoteScript, **kwargs, ): super(SlurmTask, self).__init__( @@ -83,7 +76,7 @@ class SlurmShellTask(AsyncAgentExecutorMixin, ShellTask[Slurm]): def __init__( self, name: str, - task_config: SlurmShell, + task_config: Slurm, script: Optional[str] = None, **kwargs, ): @@ -100,9 +93,10 @@ def get_custom(self, settings: SerializationSettings) -> Dict[str, Any]: "slurm_host": self.task_config.slurm_host, "batch_script_args": self.task_config.batch_script_args, "sbatch_conf": self.task_config.sbatch_conf, + # User-defined script content "script": self._script, } -TaskPlugins.register_pythontask_plugin(Slurm, SlurmTask) -TaskPlugins.register_pythontask_plugin(SlurmShell, SlurmShellTask) +TaskPlugins.register_pythontask_plugin(SlurmRemoteScript, SlurmTask) +TaskPlugins.register_pythontask_plugin(Slurm, SlurmShellTask) From c1064d48608dd1bb7a82ff95457670d34caa7e76 Mon Sep 17 00:00:00 2001 From: JiaWei Jiang Date: Thu, 16 Jan 2025 20:55:45 +0800 Subject: [PATCH 28/31] feat: Support PythonFunctionTask and reorganize agent structure 1. Add back `PythonFunctionTask` to support running user-defined functions on Slurm 2. Categorize task types into `script/` and `function/` Signed-off-by: JiaWei Jiang --- flytekit/extras/tasks/shell.py | 5 +- .../flytekitplugins/slurm/__init__.py | 6 +- .../flytekitplugins/slurm/function/agent.py | 115 ++++++++++++++++++ .../flytekitplugins/slurm/function/task.py | 72 +++++++++++ .../slurm/{ => script}/agent.py | 8 +- .../slurm/{ => script}/task.py | 0 plugins/flytekit-slurm/setup.py | 8 +- 7 files changed, 203 insertions(+), 11 deletions(-) create mode 100644 plugins/flytekit-slurm/flytekitplugins/slurm/function/agent.py create mode 100644 plugins/flytekit-slurm/flytekitplugins/slurm/function/task.py rename plugins/flytekit-slurm/flytekitplugins/slurm/{ => script}/agent.py (95%) rename plugins/flytekit-slurm/flytekitplugins/slurm/{ => script}/task.py (100%) diff --git a/flytekit/extras/tasks/shell.py b/flytekit/extras/tasks/shell.py index 313feb5980..296666c85e 100644 --- a/flytekit/extras/tasks/shell.py +++ b/flytekit/extras/tasks/shell.py @@ -252,8 +252,7 @@ def __init__( fully_qualified_class_name = task_config.__module__ + "." + task_config.__class__.__name__ if fully_qualified_class_name not in [ "flytekitplugins.pod.task.Pod", - "flytekitplugins.slurm.task.Slurm", - "flytekitplugins.slurm.task.SlurmShell", + "flytekitplugins.slurm.script.task.Slurm", ]: raise ValueError("TaskConfig can either be empty - indicating simple container task or a PodConfig.") @@ -263,7 +262,7 @@ def __init__( # errors. # This seem like a hack. We should use a plugin_class that doesn't require a fake-function to make work. plugin_class = TaskPlugins.find_pythontask_plugin(type(task_config)) - if plugin_class.__name__ in ["SlurmTask", "SlurmShellTask"]: + if plugin_class.__name__ in ["SlurmShellTask"]: self._config_task_instance = None else: self._config_task_instance = plugin_class(task_config=task_config, task_function=_dummy_task_func) diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py b/plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py index 345855380c..75dc5ea9ff 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/__init__.py @@ -1,2 +1,4 @@ -from .agent import SlurmAgent -from .task import Slurm, SlurmRemoteScript, SlurmShellTask, SlurmTask +from .function.agent import SlurmFunctionAgent +from .function.task import SlurmFunction, SlurmFunctionTask +from .script.agent import SlurmScriptAgent +from .script.task import Slurm, SlurmRemoteScript, SlurmShellTask, SlurmTask diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/function/agent.py b/plugins/flytekit-slurm/flytekitplugins/slurm/function/agent.py new file mode 100644 index 0000000000..fa86d788a1 --- /dev/null +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/function/agent.py @@ -0,0 +1,115 @@ +from dataclasses import dataclass +from typing import Dict, Optional + +import asyncssh +from asyncssh import SSHClientConnection + +from flytekit.extend.backend.base_agent import AgentRegistry, AsyncAgentBase, Resource, ResourceMeta +from flytekit.extend.backend.utils import convert_to_flyte_phase +from flytekit.models.literals import LiteralMap +from flytekit.models.task import TaskTemplate + + +@dataclass +class SlurmJobMetadata(ResourceMeta): + """Slurm job metadata. + + Args: + job_id: Slurm job id. + """ + + job_id: str + slurm_host: str + + +class SlurmFunctionAgent(AsyncAgentBase): + name = "Slurm Function Agent" + + # SSH connection pool for multi-host environment + _conn: Optional[SSHClientConnection] = None + + def __init__(self) -> None: + super(SlurmFunctionAgent, self).__init__(task_type_name="slurm_fn", metadata_type=SlurmJobMetadata) + + async def create( + self, + task_template: TaskTemplate, + inputs: Optional[LiteralMap] = None, + **kwargs, + ) -> SlurmJobMetadata: + # Retrieve task config + slurm_host = task_template.custom["slurm_host"] + srun_conf = task_template.custom["srun_conf"] + + # Construct srun command for Slurm cluster + cmd = _get_srun_cmd(srun_conf=srun_conf, entrypoint=" ".join(task_template.container.args)) + + # Run Slurm job + if self._conn is None: + await self._connect(slurm_host) + res = await self._conn.run(cmd, check=True) + + # Direct return for sbatch + # job_id = res.stdout.split()[-1] + # Use echo trick for srun + job_id = res.stdout.strip() + + return SlurmJobMetadata(job_id=job_id, slurm_host=slurm_host) + + async def get(self, resource_meta: SlurmJobMetadata, **kwargs) -> Resource: + await self._connect(resource_meta.slurm_host) + res = await self._conn.run(f"scontrol show job {resource_meta.job_id}", check=True) + + # Determine the current flyte phase from Slurm job state + job_state = "running" + for o in res.stdout.split(" "): + if "JobState" in o: + job_state = o.split("=")[1].strip().lower() + cur_phase = convert_to_flyte_phase(job_state) + + return Resource(phase=cur_phase) + + async def delete(self, resource_meta: SlurmJobMetadata, **kwargs) -> None: + await self._connect(resource_meta.slurm_host) + _ = await self._conn.run(f"scancel {resource_meta.job_id}", check=True) + + async def _connect(self, slurm_host: str) -> None: + """Make an SSH client connection.""" + self._conn = await asyncssh.connect(host=slurm_host) + + +def _get_srun_cmd(srun_conf: Dict[str, str], entrypoint: str) -> str: + """Construct Slurm srun command. + + Flyte entrypoint, pyflyte-execute, is run within a bash shell process. + + Args: + srun_conf: Options of srun command. + entrypoint: Flyte entrypoint. + + Returns: + cmd: Slurm srun command. + """ + # Setup srun options + cmd = ["srun"] + for opt, val in srun_conf.items(): + cmd.extend([f"--{opt}", str(val)]) + + cmd.extend(["bash", "-c"]) + cmd = " ".join(cmd) + + cmd += f""" '# Setup environment variables + export PATH=$PATH:/opt/anaconda/anaconda3/bin; + + # Run pyflyte-execute in a pre-built conda env + source activate dev; + {entrypoint}; + + # A trick to show Slurm job id on stdout + echo $SLURM_JOB_ID;' + """ + + return cmd + + +AgentRegistry.register(SlurmFunctionAgent()) diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/function/task.py b/plugins/flytekit-slurm/flytekitplugins/slurm/function/task.py new file mode 100644 index 0000000000..ac55109d75 --- /dev/null +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/function/task.py @@ -0,0 +1,72 @@ +""" +Slurm task. +""" + +from dataclasses import dataclass +from typing import Any, Callable, Dict, Optional, Union + +from flytekit import FlyteContextManager, PythonFunctionTask +from flytekit.configuration import SerializationSettings +from flytekit.extend import TaskPlugins +from flytekit.extend.backend.base_agent import AsyncAgentExecutorMixin +from flytekit.image_spec import ImageSpec + + +@dataclass +class SlurmFunction(object): + """Configure Slurm settings. Note that we focus on srun command now. + + Compared with spark, please refer to https://api-docs.databricks.com/python/pyspark/latest/api/pyspark.SparkContext.html. + + Args: + slurm_host: Slurm host name. We assume there's no default Slurm host now. + srun_conf: Options of srun command. + """ + + slurm_host: str + srun_conf: Optional[Dict[str, str]] = None + + def __post_init__(self): + if self.srun_conf is None: + self.srun_conf = {} + + +class SlurmFunctionTask(AsyncAgentExecutorMixin, PythonFunctionTask[SlurmFunction]): + """ + Actual Plugin that transforms the local python code for execution within a slurm context... + """ + + _TASK_TYPE = "slurm_fn" + + def __init__( + self, + task_config: SlurmFunction, + task_function: Callable, + container_image: Optional[Union[str, ImageSpec]] = None, + **kwargs, + ): + super(SlurmFunctionTask, self).__init__( + task_config=task_config, + task_type=self._TASK_TYPE, + task_function=task_function, + container_image=container_image, + **kwargs, + ) + + def get_custom(self, settings: SerializationSettings) -> Dict[str, Any]: + return { + "slurm_host": self.task_config.slurm_host, + "srun_conf": self.task_config.srun_conf, + } + + def execute(self, **kwargs) -> Any: + ctx = FlyteContextManager.current_context() + if ctx.execution_state and ctx.execution_state.is_local_execution(): + # Mimic the propeller's behavior in local agent test + return AsyncAgentExecutorMixin.execute(self, **kwargs) + else: + # Execute the task with a direct python function call + return PythonFunctionTask.execute(self, **kwargs) + + +TaskPlugins.register_pythontask_plugin(SlurmFunction, SlurmFunctionTask) diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py b/plugins/flytekit-slurm/flytekitplugins/slurm/script/agent.py similarity index 95% rename from plugins/flytekit-slurm/flytekitplugins/slurm/agent.py rename to plugins/flytekit-slurm/flytekitplugins/slurm/script/agent.py index f74b76046f..7591cc6b5a 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/agent.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/script/agent.py @@ -23,8 +23,8 @@ class SlurmJobMetadata(ResourceMeta): slurm_host: str -class SlurmAgent(AsyncAgentBase): - name = "Slurm Agent" +class SlurmScriptAgent(AsyncAgentBase): + name = "Slurm Script Agent" # SSH connection pool for multi-host environment # _ssh_clients: Dict[str, SSHClientConnection] @@ -37,7 +37,7 @@ class SlurmAgent(AsyncAgentBase): DUMMY_SCRIPT = "#!/bin/bash" def __init__(self) -> None: - super(SlurmAgent, self).__init__(task_type_name="slurm", metadata_type=SlurmJobMetadata) + super(SlurmScriptAgent, self).__init__(task_type_name="slurm", metadata_type=SlurmJobMetadata) async def create( self, @@ -133,4 +133,4 @@ def _get_sbatch_cmd(sbatch_conf: Dict[str, str], batch_script_path: str, batch_s return cmd -AgentRegistry.register(SlurmAgent()) +AgentRegistry.register(SlurmScriptAgent()) diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/task.py b/plugins/flytekit-slurm/flytekitplugins/slurm/script/task.py similarity index 100% rename from plugins/flytekit-slurm/flytekitplugins/slurm/task.py rename to plugins/flytekit-slurm/flytekitplugins/slurm/script/task.py diff --git a/plugins/flytekit-slurm/setup.py b/plugins/flytekit-slurm/setup.py index c9e997f4b3..2c338db47e 100644 --- a/plugins/flytekit-slurm/setup.py +++ b/plugins/flytekit-slurm/setup.py @@ -13,9 +13,13 @@ version=__version__, author="flyteorg", author_email="admin@flyte.org", - description="Tiny slurm plugin for flytekit", + description="This package holds the Slurm plugins for flytekit", namespace_packages=["flytekitplugins"], - packages=[f"flytekitplugins.{PLUGIN_NAME}"], + packages=[ + f"flytekitplugins.{PLUGIN_NAME}", + f"flytekitplugins.{PLUGIN_NAME}.script", + f"flytekitplugins.{PLUGIN_NAME}.function", + ], install_requires=plugin_requires, license="apache2", python_requires=">=3.9", From 361fbd1e0a91a438c06271aafc12f59eda5683b0 Mon Sep 17 00:00:00 2001 From: JiangJiaWei1103 Date: Thu, 23 Jan 2025 00:22:42 +0800 Subject: [PATCH 29/31] Use poetry virtual env to avoid contamination Signed-off-by: JiangJiaWei1103 --- .../flytekitplugins/slurm/function/agent.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/plugins/flytekit-slurm/flytekitplugins/slurm/function/agent.py b/plugins/flytekit-slurm/flytekitplugins/slurm/function/agent.py index fa86d788a1..0f9f0119c2 100644 --- a/plugins/flytekit-slurm/flytekitplugins/slurm/function/agent.py +++ b/plugins/flytekit-slurm/flytekitplugins/slurm/function/agent.py @@ -98,11 +98,11 @@ def _get_srun_cmd(srun_conf: Dict[str, str], entrypoint: str) -> str: cmd.extend(["bash", "-c"]) cmd = " ".join(cmd) - cmd += f""" '# Setup environment variables - export PATH=$PATH:/opt/anaconda/anaconda3/bin; + cmd += f""" '# Activate the pre-built virtual env + . /home/ubuntu/.cache/pypoetry/virtualenvs/demo-poetry-RLi6T71_-py3.12/bin/activate; - # Run pyflyte-execute in a pre-built conda env - source activate dev; + # Run entrypoints in a subshell with virtual env activated, + # including pyflyte-fast-execute and pyflyte-execute {entrypoint}; # A trick to show Slurm job id on stdout From fc3e34e348f55e6188c737dfa9d9604bc755ee88 Mon Sep 17 00:00:00 2001 From: JiangJiaWei1103 Date: Thu, 23 Jan 2025 22:04:59 +0800 Subject: [PATCH 30/31] docs: Complete local test env setup process Signed-off-by: JiangJiaWei1103 --- plugins/flytekit-slurm/demo.md | 61 +++++++++++++++++++++++++++++++--- 1 file changed, 57 insertions(+), 4 deletions(-) diff --git a/plugins/flytekit-slurm/demo.md b/plugins/flytekit-slurm/demo.md index a41d94926e..7e938c3c74 100644 --- a/plugins/flytekit-slurm/demo.md +++ b/plugins/flytekit-slurm/demo.md @@ -1,6 +1,8 @@ # Slurm Agent Demo -In this guide, we will briefly introduce how to setup an environment to test Slurm agent locally without running the backend service (e.g., flyte agent gRPC server). It covers both basic and advanced use cases. +> Note: This document is still a work in progress, focusing on demonstrating the initial implementation. It will be updated and refined frequently until a stable version is ready. + +In this guide, we will briefly introduce how to setup an environment to test Slurm agent locally without running the backend service (e.g., flyte agent gRPC server). It covers both basic and advanced use cases: the basic use case involves executing a shell script directly, while the advanced use case enables running user-defined functions on a Slurm cluster. ## Table of Content * [Overview](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#overview) @@ -8,6 +10,7 @@ In this guide, we will briefly introduce how to setup an environment to test Slu * [Flyte Client (Localhost)](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#flyte-client-localhost) * [Remote Tiny Slurm Cluster](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#remote-tiny-slurm-cluster) * [SSH Configuration](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#ssh-configuration) + * [(Optional) Setup Amazon S3 Bucket](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#optional-setup-amazon-s3-bucket) * [Run a Demo](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#run-a-demo) ## Overview @@ -21,12 +24,13 @@ In the simplest form, Slurm agent supports directly running a batch script using ![](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/assets/basic_arch.png) ## Setup a Local Test Environment -Without running the backend service, we can setup an environment to test Slurm agent locally. The setup consists of two main components: a client (localhost) and a remote tiny Slurm cluster. Then, we need to configure SSH connection to facilitate communication between the two, which relies on `asyncssh`. +Without running the backend service, we can setup an environment to test Slurm agent locally. The setup consists of two main components: a client (localhost) and a remote tiny Slurm cluster. Then, we need to configure SSH connection to facilitate communication between the two, which relies on `asyncssh`. Additionally, an S3-compatible object storage is needed for advanced use cases and we choose [Amazon S3](https://us-west-2.console.aws.amazon.com/s3/get-started?region=us-west-2&bucketType=general) for demonstration here. +> Note: A persistence layer (such as S3-compatible object storage) becomes essential as scenarios grow more complex, especially when integrating heterogeneous task types into a workflow in the future. ### Flyte Client (Localhost) 1. Setup a local Flyte cluster following this [official guide](https://docs.flyte.org/en/latest/community/contribute/contribute_code.html#how-to-setup-dev-environment-for-flytekit) -2. Build a virtual environment (e.g., conda) and activate it -3. Clone Flytekit repo, checkout the Slurm agent PR, and install Flytekit +2. Build a virtual environment (e.g., [poetry](https://python-poetry.org/), [conda](https://docs.conda.io/en/latest/)) and activate it +3. Clone Flytekit [repo](https://github.com/flyteorg/flytekit), checkout the Slurm agent [PR](https://github.com/flyteorg/flytekit/pull/3005/), and install Flytekit ``` git clone https://github.com/flyteorg/flytekit.git gh pr checkout 3005 @@ -41,6 +45,29 @@ pip install -e . ### Remote Tiny Slurm Cluster To simplify the setup process, we follow this [guide](https://github.com/JiangJiaWei1103/Slurm-101) to configure a single-host Slurm cluster, covering `slurmctld` (the central management daemon) and `slurmd` (the compute node daemon). +After building a Slurm cluster, we need to install Flytekit and Slurm agent, just as what we did in the previous [section](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#flyte-client-localhost). +1. Build a virtual environment and activate it (we take `poetry` as an example): +``` +poetry new demo-env + +# For running a subshell with the virtual environment activated +poetry self add poetry-plugin-shell + +# Activate the virtual environment +poetry shell +``` +2. Clone Flytekit [repo](https://github.com/flyteorg/flytekit), checkout the Slurm agent [PR](https://github.com/flyteorg/flytekit/pull/3005/), and install Flytekit +``` +git clone https://github.com/flyteorg/flytekit.git +gh pr checkout 3005 +make setup && pip install -e . +``` +3. Install Flytekit Slurm agent +``` +cd plugins/flytekit-slurm/ +pip install -e . +``` + ### SSH Configuration To facilitate communication between the Flyte client and the remote Slurm cluster, we setup SSH on the Flyte client side as follows: 1. Create a new authentication key pair @@ -60,6 +87,32 @@ Host User IdentityFile ``` +Then, run a sanity check to make sure we can connect to the Slurm cluster: +``` +ssh +``` +Simple and elegant! + +### (Optional) Setup Amazon S3 Bucket +For those interested in advanced use cases, in which user-defined functions are sent and executed on the Slurm cluster, an S3-compitable object storage becomes a necessary component. Following summarizes the setup process: +1. Click "Create bucket" button (marked in yellow) to create a bucket on this [page](https://us-west-2.console.aws.amazon.com/s3/get-started?region=us-west-2&bucketType=general) + * Give the cluster an unique name and leave other settings as default +2. Click the user on the top right corner and go to "Security credentials" +3. Create an access key and save it +4. Configure AWS access on **both** machines +``` +# ~/.aws/config +[default] +region= + +# ~/.aws/credentials +[default] +aws_access_key_id= +aws_secret_access_key= +``` + +Now, both machines have access to the Amazon S3 bucket. Perfect! + ## Run a Demo Suppose we have a batch script to run on Slurm cluster: From 5cd58ecf65346ad9860e89b1078f1006bb910ee6 Mon Sep 17 00:00:00 2001 From: JiangJiaWei1103 Date: Fri, 24 Jan 2025 00:21:53 +0800 Subject: [PATCH 31/31] docs: Add use cases ranging from basic to advanced Signed-off-by: JiangJiaWei1103 --- plugins/flytekit-slurm/demo.md | 124 +++++++++++++++++++++++++++++---- 1 file changed, 111 insertions(+), 13 deletions(-) diff --git a/plugins/flytekit-slurm/demo.md b/plugins/flytekit-slurm/demo.md index 7e938c3c74..170632b19b 100644 --- a/plugins/flytekit-slurm/demo.md +++ b/plugins/flytekit-slurm/demo.md @@ -11,7 +11,10 @@ In this guide, we will briefly introduce how to setup an environment to test Slu * [Remote Tiny Slurm Cluster](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#remote-tiny-slurm-cluster) * [SSH Configuration](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#ssh-configuration) * [(Optional) Setup Amazon S3 Bucket](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#optional-setup-amazon-s3-bucket) -* [Run a Demo](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#run-a-demo) +* [Rich Use Cases](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#rich-use-cases) + * [`SlurmTask`](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#slurmtask) + * [`SlurmShellTask`](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#slurmshelltask) + * [`SlurmFunctionTask`](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#slurmfunctiontask) ## Overview Slurm agent on the highest level has three core methods to interact with a Slurm cluster: @@ -114,28 +117,32 @@ aws_secret_access_key= Now, both machines have access to the Amazon S3 bucket. Perfect! -## Run a Demo -Suppose we have a batch script to run on Slurm cluster: +## Rich Use Cases +In this section, we will demonstrate three supported use cases, ranging from basic to advanced. + +### `SlurmTask` +In the simplest use case, we specify the path to the batch script that is already available on the cluster. + +Suppose we have a batch script as follows: ``` #!/bin/bash -echo "Working!" >> ./remote_touch.txt +echo "Hello AWS slurm, run a Flyte SlurmTask!" >> ./echo_aws.txt ``` -We use the following python script to test Slurm agent on the client side. A crucial part of the task configuration is specifying the target Slurm cluster and designating the batch script's path within the cluster. - +We use the following python script to test Slurm agent on the [client](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/demo.md#flyte-client-localhost): ```python import os from flytekit import workflow -from flytekitplugins.slurm import Slurm, SlurmTask +from flytekitplugins.slurm import SlurmRemoteScript, SlurmTask echo_job = SlurmTask( - name="echo-job-name", - task_config=Slurm( - slurm_host="", - batch_script_path="", + name="", + task_config=SlurmRemoteScript( + slurm_host="", + batch_script_path="", sbatch_conf={ "partition": "debug", "job-name": "tiny-slurm", @@ -161,6 +168,97 @@ if __name__ == "__main__": print(result.output) ``` -After the Slurm job is completed, we can find the following result on Slurm cluster: +### `SlurmShellTask` +`SlurmShellTask` offers users the flexibility to define the content of shell scripts. Below is an example of creating a task that executes a Python script already present on the Slurm cluster: +```python +import os + +from flytekit import workflow +from flytekitplugins.slurm import Slurm, SlurmShellTask + + +shell_task = SlurmShellTask( + name="test-shell", + script="""#!/bin/bash +# We can define sbatch options here, but using sbatch_conf can be more neat +echo "Run a Flyte SlurmShellTask...\n" + +# Run a python script on Slurm +# Activate the virtual env first if any +python3 +""", + task_config=Slurm( + slurm_host="", + sbatch_conf={ + "partition": "debug", + "job-name": "tiny-slurm", + } + ), +) + + +@workflow +def wf() -> None: + shell_task() + + +if __name__ == "__main__": + from flytekit.clis.sdk_in_container import pyflyte + from click.testing import CliRunner + + runner = CliRunner() + path = os.path.realpath(__file__) + + print(f">>> LOCAL EXEC <<<") + result = runner.invoke(pyflyte.main, ["run", path, "wf"]) + print(result.output) +``` + +### `SlurmFunctionTask` +In the most advanced use case, `SlurmFunctionTask` allows users to define custom Python functions that are sent to and executed on the Slurm cluster. Following figure demonstrates the process of running a `SlurmFunctionTask`: + +![](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/assets/overview_v2.png) + +```python +import os + +from flytekit import task, workflow +from flytekitplugins.slurm import SlurmFunction + + +@task( + task_config=SlurmFunction( + slurm_host="", + sbatch_conf={ + "partition": "debug", + "job-name": "tiny-slurm", + } + ) +) +def plus_one(x: int) -> int: + return x + 1 + + +@task +def greet(year: int) -> str: + return f"Hello {year}!!!" + + +@workflow +def wf(x: int) -> str: + x = plus_one(x=x) + msg = greet(year=x) + return msg + + +if __name__ == "__main__": + from flytekit.clis.sdk_in_container import pyflyte + from click.testing import CliRunner + + runner = CliRunner() + path = os.path.realpath(__file__) -![](https://github.com/JiangJiaWei1103/flytekit/blob/slurm-agent-dev/plugins/flytekit-slurm/assets/slurm_basic_result.png) + print(f">>> LOCAL EXEC <<<") + result = runner.invoke(pyflyte.main, ["run", "--raw-output-data-prefix", "", path, "wf", "--x", 2024]) + print(result.output) +```