diff --git a/nemo_run/config.py b/nemo_run/config.py index ca538b45..3de7ef6e 100644 --- a/nemo_run/config.py +++ b/nemo_run/config.py @@ -118,9 +118,9 @@ def from_dict(raw_data: dict | list | str | float | int | bool, cls: Type[_T]) - if isinstance(raw_data, dict): underlying_types = get_underlying_types(cls) underlying_types = [tp for tp in underlying_types if tp is not type(None)] - assert ( - len(underlying_types) == 1 - ), f"Unable to load {cls}. Nested union types are not currently supported." + assert len(underlying_types) == 1, ( + f"Unable to load {cls}. Nested union types are not currently supported." + ) cls = underlying_types[0] # type: ignore if dataclasses.is_dataclass(cls): diff --git a/nemo_run/core/execution/base.py b/nemo_run/core/execution/base.py index dfe0515e..66c2ec8e 100644 --- a/nemo_run/core/execution/base.py +++ b/nemo_run/core/execution/base.py @@ -110,9 +110,9 @@ def get_launcher(self) -> Launcher: self._setup_launcher() self._launcher_setup = True - assert self.launcher is None or isinstance( - self.launcher, Launcher - ), f"{self.info()} could not setup the launcher." + assert self.launcher is None or isinstance(self.launcher, Launcher), ( + f"{self.info()} could not setup the launcher." + ) if self.launcher is None: self.launcher = Launcher() diff --git a/nemo_run/core/execution/dgxcloud.py b/nemo_run/core/execution/dgxcloud.py index cbb5d0f8..97dc709e 100644 --- a/nemo_run/core/execution/dgxcloud.py +++ b/nemo_run/core/execution/dgxcloud.py @@ -234,7 +234,9 @@ def assign( == os.path.abspath(x["path"]), self.pvcs, ) - ), f"Need to specify atleast one PVC containing {self.job_dir}.\nTo update job dir to a PVC path, you can use set_nemorun_home() or the NEMORUN_HOME env var." + ), ( + f"Need to specify atleast one PVC containing {self.job_dir}.\nTo update job dir to a PVC path, you can use set_nemorun_home() or the NEMORUN_HOME env var." + ) def package(self, packager: Packager, job_name: str): assert self.experiment_id, "Executor not assigned to an experiment." diff --git a/nemo_run/core/execution/skypilot.py b/nemo_run/core/execution/skypilot.py index 326d84f5..0135dc5e 100644 --- a/nemo_run/core/execution/skypilot.py +++ b/nemo_run/core/execution/skypilot.py @@ -107,12 +107,12 @@ class SkypilotExecutor(Executor): packager: Packager = field(default_factory=lambda: GitArchivePackager()) # type: ignore # noqa: F821 def __post_init__(self): - assert ( - _SKYPILOT_AVAILABLE - ), "Skypilot is not installed. Please install it using `pip install nemo_run[skypilot]" - assert isinstance( - self.packager, GitArchivePackager - ), "Only GitArchivePackager is currently supported for SkypilotExecutor." + assert _SKYPILOT_AVAILABLE, ( + "Skypilot is not installed. Please install it using `pip install nemo_run[skypilot]" + ) + assert isinstance(self.packager, GitArchivePackager), ( + "Only GitArchivePackager is currently supported for SkypilotExecutor." + ) @classmethod def parse_app(cls: Type["SkypilotExecutor"], app_id: str) -> tuple[str, str, int]: diff --git a/nemo_run/core/execution/slurm.py b/nemo_run/core/execution/slurm.py index a93a7a9f..df43cd6c 100644 --- a/nemo_run/core/execution/slurm.py +++ b/nemo_run/core/execution/slurm.py @@ -95,6 +95,10 @@ def __repr__(self) -> str: return f"{self.__class__.__name__}({self.folder})" +def get_packaging_job_key(experiment_id: str, job_name: str) -> str: + return f"{experiment_id}:{job_name}" + + @dataclass(kw_only=True) class SlurmExecutor(Executor): """ @@ -357,12 +361,12 @@ def merge( main_executor.run_as_group = True if main_executor.het_group_indices: - assert ( - main_executor.heterogeneous - ), "heterogeneous must be True if het_group_indices is provided" - assert ( - len(main_executor.het_group_indices) == num_tasks - ), "het_group_indices must be the same length as the number of tasks" + assert main_executor.heterogeneous, ( + "heterogeneous must be True if het_group_indices is provided" + ) + assert len(main_executor.het_group_indices) == num_tasks, ( + "het_group_indices must be the same length as the number of tasks" + ) assert all( x <= y for x, y in zip( @@ -566,6 +570,8 @@ def package_configs(self, *cfgs: tuple[str, str]) -> list[str]: return filenames def package(self, packager: Packager, job_name: str): + assert self.experiment_id, "Executor not assigned to an experiment." + if job_name in self.tunnel.packaging_jobs and not packager.symlink_from_remote_dir: logger.info( f"Packaging for job {job_name} in tunnel {self.tunnel.key} already done. Skipping subsequent packagings.\n" @@ -575,16 +581,20 @@ def package(self, packager: Packager, job_name: str): if packager.symlink_from_remote_dir: logger.info( - f"Packager {packager} is configured to symlink from remote dir. Skipping packaging." + f"Packager {get_packaging_job_key(self.experiment_id, job_name)} is configured to symlink from remote dir. Skipping packaging." ) if type(packager) is Packager: - self.tunnel.packaging_jobs[job_name] = PackagingJob(symlink=False) + self.tunnel.packaging_jobs[get_packaging_job_key(self.experiment_id, job_name)] = ( + PackagingJob(symlink=False) + ) return - self.tunnel.packaging_jobs[job_name] = PackagingJob( - symlink=True, - src_path=packager.symlink_from_remote_dir, - dst_path=os.path.join(self.tunnel.job_dir, Path(self.job_dir).name, "code"), + self.tunnel.packaging_jobs[get_packaging_job_key(self.experiment_id, job_name)] = ( + PackagingJob( + symlink=True, + src_path=packager.symlink_from_remote_dir, + dst_path=os.path.join(self.tunnel.job_dir, Path(self.job_dir).name, "code"), + ) ) # Tunnel job dir is the directory of the experiment id, so the base job dir is two levels up @@ -599,7 +609,6 @@ def package(self, packager: Packager, job_name: str): return - assert self.experiment_id, "Executor not assigned to an experiment." if isinstance(packager, GitArchivePackager): output = subprocess.run( ["git", "rev-parse", "--show-toplevel"], @@ -628,11 +637,13 @@ def package(self, packager: Packager, job_name: str): f"tar -xvzf {local_pkg} -C {local_code_extraction_path} --ignore-zeros", hide=True ) - self.tunnel.packaging_jobs[job_name] = PackagingJob( - symlink=False, - dst_path=None - if type(packager) is Packager - else os.path.join(self.tunnel.job_dir, Path(self.job_dir).name, "code"), + self.tunnel.packaging_jobs[get_packaging_job_key(self.experiment_id, job_name)] = ( + PackagingJob( + symlink=False, + dst_path=None + if type(packager) is Packager + else os.path.join(self.tunnel.job_dir, Path(self.job_dir).name, "code"), + ) ) def parse_deps(self) -> list[str]: @@ -826,9 +837,9 @@ def materialize(self) -> str: sbatch_flags = [] if self.slurm_config.heterogeneous: - assert ( - len(self.jobs) == len(self.slurm_config.resource_group) - ), f"Number of jobs {len(self.jobs)} must match number of resource group requests {len(self.slurm_config.resource_group)}.\nIf you are just submitting a single job, make sure that heterogeneous=False in the executor." + assert len(self.jobs) == len(self.slurm_config.resource_group), ( + f"Number of jobs {len(self.jobs)} must match number of resource group requests {len(self.slurm_config.resource_group)}.\nIf you are just submitting a single job, make sure that heterogeneous=False in the executor." + ) final_group_index = len(self.slurm_config.resource_group) - 1 if self.slurm_config.het_group_indices: final_group_index = self.slurm_config.het_group_indices.index( @@ -838,9 +849,9 @@ def materialize(self) -> str: for i in range(len(self.slurm_config.resource_group)): resource_req = self.slurm_config.resource_group[i] if resource_req.het_group_index: - assert ( - self.slurm_config.resource_group[i - 1].het_group_index is not None - ), "het_group_index must be set for all requests in resource_group" + assert self.slurm_config.resource_group[i - 1].het_group_index is not None, ( + "het_group_index must be set for all requests in resource_group" + ) if ( i > 0 and resource_req.het_group_index diff --git a/nemo_run/core/packaging/git.py b/nemo_run/core/packaging/git.py index 7add2d27..39b11837 100644 --- a/nemo_run/core/packaging/git.py +++ b/nemo_run/core/packaging/git.py @@ -108,9 +108,9 @@ def package(self, path: Path, job_dir: str, name: str) -> str: capture_output=True, text=True, ).stdout.strip() - assert not bool( - untracked_files - ), "Your repo has untracked files. Please track your files via git or set check_untracked_files to False to proceed with packaging." + assert not bool(untracked_files), ( + "Your repo has untracked files. Please track your files via git or set check_untracked_files to False to proceed with packaging." + ) ctx = Context() # we first add git files into an uncompressed archive @@ -159,8 +159,7 @@ def package(self, path: Path, job_dir: str, name: str) -> str: ) pattern_tar_file_name = os.path.join(git_base_path, pattern_tar_file_name) include_pattern_cmd = ( - f"find {relative_include_pattern} -type f | " - f"tar -cf {pattern_tar_file_name} -T -" + f"find {relative_include_pattern} -type f | tar -cf {pattern_tar_file_name} -T -" ) with ctx.cd(include_pattern_relative_path): diff --git a/nemo_run/run/experiment.py b/nemo_run/run/experiment.py index 34bb4961..5276b9fd 100644 --- a/nemo_run/run/experiment.py +++ b/nemo_run/run/experiment.py @@ -307,7 +307,7 @@ def __init__( self._exp_dir = os.path.join(base_dir, "experiments", title, self._id) self.log_level = log_level - self._runner = get_runner() + self._runner = get_runner(component_defaults=None, experiment=self) if not _reconstruct: self.executor = executor if executor else LocalExecutor() @@ -528,9 +528,9 @@ def add( """ Add a configured function along with its executor config to the experiment. """ - assert ( - _current_experiment.get(None) == self - ), "Using Experiment without it's context manager is not permitted." + assert _current_experiment.get(None) == self, ( + "Using Experiment without it's context manager is not permitted." + ) job_ids = set([job.id for job in self.jobs]) for dep in dependencies or []: @@ -612,9 +612,9 @@ def run( tail_logs: If True, tails logs from all tasks in the experiment. If False, relies on task specific setting. Defaults to False. direct: If True, runs all tasks in the experiment sequentially in the same process. Note that if direct=True, then sequential also will be True. Defaults to False. """ - assert ( - _current_experiment.get(None) == self - ), "Using Experiment without it's context manager is not permitted." + assert _current_experiment.get(None) == self, ( + "Using Experiment without it's context manager is not permitted." + ) if self._launched: self.console.log("[bold magenta]Experiment already running...") @@ -636,13 +636,13 @@ def run( self.console.log("[bold red]No jobs to run in this experiment.") return - assert all( - map(lambda job: isinstance(job, Job), self.jobs) - ), "Jobs in this experiment contain JobGroup which cannot be run directly for now." + assert all(map(lambda job: isinstance(job, Job), self.jobs)), ( + "Jobs in this experiment contain JobGroup which cannot be run directly for now." + ) - assert all( - map(lambda job: not job.dependencies, self.jobs) - ), "Jobs in this experiment contain dependencies which cannot be run directly for now." + assert all(map(lambda job: not job.dependencies, self.jobs)), ( + "Jobs in this experiment contain dependencies which cannot be run directly for now." + ) for job in self.jobs: assert isinstance(job, Job) @@ -674,9 +674,9 @@ def run( detach = False is_dag = any(map(lambda job: len(job.dependencies) > 0, self.jobs)) - assert not ( - is_dag and sequential - ), "Jobs in this experiment have dependencies, they cannot be run sequentially. Set sequential=False." + assert not (is_dag and sequential), ( + "Jobs in this experiment have dependencies, they cannot be run sequentially. Set sequential=False." + ) if sequential: for i in range(1, len(self.jobs)): @@ -732,9 +732,9 @@ def _run_dag(self, detach: bool, tail_logs: bool, executors: set[Executor]): ) else: # All jobs will be executed in parallel - assert all( - map(lambda x: x in self._PARALLEL_SUPPORTED_EXECUTORS, executors) - ), f"Parallel mode not supported for atleast one of {executors}. Set sequential=True." + assert all(map(lambda x: x in self._PARALLEL_SUPPORTED_EXECUTORS, executors)), ( + f"Parallel mode not supported for atleast one of {executors}. Set sequential=True." + ) wait = False self.detach = detach @@ -751,9 +751,9 @@ def _run_dag(self, detach: bool, tail_logs: bool, executors: set[Executor]): for dep_id in job.dependencies: dep = job_map[dep_id] handle = dep.handle - assert ( - dep.launched and handle - ), f"Dependency {dep.id} for {job.id} not yet launched." + assert dep.launched and handle, ( + f"Dependency {dep.id} for {job.id} not yet launched." + ) deps.append(handle) job.executor.dependencies = deps # type: ignore diff --git a/nemo_run/run/torchx_backend/schedulers/dgxcloud.py b/nemo_run/run/torchx_backend/schedulers/dgxcloud.py index 72366c59..3c9de2cb 100644 --- a/nemo_run/run/torchx_backend/schedulers/dgxcloud.py +++ b/nemo_run/run/torchx_backend/schedulers/dgxcloud.py @@ -86,9 +86,9 @@ def _submit_dryrun( # type: ignore app: AppDef, cfg: Executor, ) -> AppDryRunInfo[DGXRequest]: - assert isinstance( - cfg, DGXCloudExecutor - ), f"{cfg.__class__} not supported for skypilot scheduler." + assert isinstance(cfg, DGXCloudExecutor), ( + f"{cfg.__class__} not supported for skypilot scheduler." + ) executor = cfg assert len(app.roles) == 1, "Only single-role apps are supported." diff --git a/nemo_run/run/torchx_backend/schedulers/docker.py b/nemo_run/run/torchx_backend/schedulers/docker.py index f3ee5aa8..131bb0df 100644 --- a/nemo_run/run/torchx_backend/schedulers/docker.py +++ b/nemo_run/run/torchx_backend/schedulers/docker.py @@ -61,9 +61,9 @@ def __init__(self, session_name: str) -> None: self._scheduled_reqs: list[DockerJobRequest] = [] def _submit_dryrun(self, app: AppDef, cfg: Executor) -> AppDryRunInfo[DockerJobRequest]: # type: ignore - assert isinstance( - cfg, DockerExecutor - ), f"{cfg.__class__} not supported for docker scheduler." + assert isinstance(cfg, DockerExecutor), ( + f"{cfg.__class__} not supported for docker scheduler." + ) executor = cfg if len(app.roles) > 1: diff --git a/nemo_run/run/torchx_backend/schedulers/skypilot.py b/nemo_run/run/torchx_backend/schedulers/skypilot.py index bd2ac9ed..b91a3868 100644 --- a/nemo_run/run/torchx_backend/schedulers/skypilot.py +++ b/nemo_run/run/torchx_backend/schedulers/skypilot.py @@ -87,9 +87,9 @@ class SkypilotScheduler(SchedulerMixin, Scheduler[dict[str, str]]): # type: ign def __init__(self, session_name: str) -> None: # NOTE: make sure any new init options are supported in create_scheduler(...) super().__init__("skypilot", session_name) - assert ( - _SKYPILOT_AVAILABLE - ), "Skypilot is not installed. Please install it using `pip install nemo_run[skypilot]" + assert _SKYPILOT_AVAILABLE, ( + "Skypilot is not installed. Please install it using `pip install nemo_run[skypilot]" + ) def _run_opts(self) -> runopts: opts = runopts() @@ -108,9 +108,9 @@ def schedule(self, dryrun_info: AppDryRunInfo[SkypilotRequest]) -> str: executor = req.executor executor.package(executor.packager, job_name=executor.job_name) job_id, handle = executor.launch(task) - assert ( - job_id and handle - ), f"Failed scheduling run on Skypilot. Job id: {job_id}, Handle: {handle}" + assert job_id and handle, ( + f"Failed scheduling run on Skypilot. Job id: {job_id}, Handle: {handle}" + ) app_id = f"{executor.experiment_id}___{handle.get_cluster_name()}___{task.name}___{job_id}" _, task_details = SkypilotExecutor.status(app_id=app_id) if task_details: @@ -127,9 +127,9 @@ def _submit_dryrun( # type: ignore ) -> AppDryRunInfo[SkypilotRequest]: from sky.utils import common_utils - assert isinstance( - cfg, SkypilotExecutor - ), f"{cfg.__class__} not supported for skypilot scheduler." + assert isinstance(cfg, SkypilotExecutor), ( + f"{cfg.__class__} not supported for skypilot scheduler." + ) executor = cfg assert len(app.roles) == 1, "Only 1 role supported for Skypilot executor." diff --git a/nemo_run/run/torchx_backend/schedulers/slurm.py b/nemo_run/run/torchx_backend/schedulers/slurm.py index 686622de..705468fe 100644 --- a/nemo_run/run/torchx_backend/schedulers/slurm.py +++ b/nemo_run/run/torchx_backend/schedulers/slurm.py @@ -53,7 +53,7 @@ from nemo_run.config import from_dict, get_nemorun_home from nemo_run.core.execution.base import Executor from nemo_run.core.execution.slurm import SlurmBatchRequest, SlurmExecutor, SlurmJobDetails -from nemo_run.core.tunnel.client import LocalTunnel, SSHTunnel, Tunnel +from nemo_run.core.tunnel.client import LocalTunnel, PackagingJob, SSHTunnel, Tunnel from nemo_run.run import experiment as run_experiment from nemo_run.run.torchx_backend.schedulers.api import SchedulerMixin @@ -62,16 +62,19 @@ class SlurmTunnelScheduler(SchedulerMixin, SlurmScheduler): # type: ignore - def __init__(self, session_name: str) -> None: + def __init__( + self, session_name: str, experiment: Optional[run_experiment.Experiment] = None + ) -> None: self.tunnel: Optional[Tunnel] = None super().__init__(session_name) + self.experiment = experiment # TODO: Move this into the SlurmExecutor def _initialize_tunnel(self, tunnel: SSHTunnel | LocalTunnel): if self.tunnel == tunnel: return - experiment = run_experiment._current_experiment.get(None) + experiment = self.experiment or run_experiment._current_experiment.get(None) if experiment and tunnel.key in experiment.tunnels: self.tunnel = experiment.tunnels[tunnel.key] return @@ -361,8 +364,10 @@ def _check_finished(self) -> None: def create_scheduler(session_name: str, **kwargs: Any) -> SlurmTunnelScheduler: + experiment = kwargs.pop("experiment", None) return SlurmTunnelScheduler( session_name=session_name, + experiment=experiment, ) @@ -400,6 +405,9 @@ def _get_job_dirs() -> dict[str, tuple[str, SSHTunnel | LocalTunnel, str]]: tunnel_cls = SSHTunnel if value[1] == SSHTunnel.__name__ else LocalTunnel try: tunnel = from_dict(json.loads(value[2]), tunnel_cls) + for key, job in tunnel.packaging_jobs.items(): + if isinstance(job, dict): + tunnel.packaging_jobs[key] = from_dict(job, PackagingJob) except Exception: continue diff --git a/uv.lock b/uv.lock index 12b92128..9b8c0516 100644 --- a/uv.lock +++ b/uv.lock @@ -1,20 +1,30 @@ version = 1 -revision = 1 requires-python = ">=3.10" resolution-markers = [ - "python_full_version < '3.11' and sys_platform != 'darwin' and sys_platform != 'win32'", - "python_full_version < '3.11' and sys_platform == 'win32'", - "python_version < '0'", - "python_full_version == '3.11.*' and sys_platform != 'darwin' and sys_platform != 'win32'", - "python_full_version == '3.11.*' and sys_platform == 'win32'", - "python_full_version == '3.12.*' and sys_platform != 'darwin' and sys_platform != 'win32'", - "python_full_version >= '3.13' and sys_platform != 'darwin' and sys_platform != 'win32'", - "python_full_version == '3.12.*' and sys_platform == 'win32'", - "python_full_version >= '3.13' and sys_platform == 'win32'", - "python_full_version < '3.11' and sys_platform == 'darwin'", - "python_full_version == '3.11.*' and sys_platform == 'darwin'", - "python_full_version == '3.12.*' and sys_platform == 'darwin'", - "python_full_version >= '3.13' and sys_platform == 'darwin'", + "python_full_version < '3.11' and platform_system != 'Darwin' and platform_system != 'Windows' and sys_platform == 'darwin'", + "python_full_version < '3.11' and platform_system == 'Windows' and sys_platform == 'darwin'", + "python_full_version < '3.11' and platform_system == 'Darwin' and sys_platform == 'darwin'", + "python_full_version == '3.11.*' and platform_system != 'Darwin' and platform_system != 'Windows' and sys_platform == 'darwin'", + "python_full_version == '3.11.*' and platform_system == 'Windows' and sys_platform == 'darwin'", + "python_full_version == '3.11.*' and platform_system == 'Darwin' and sys_platform == 'darwin'", + "python_full_version == '3.12.*' and platform_system != 'Darwin' and platform_system != 'Windows' and sys_platform == 'darwin'", + "python_full_version >= '3.13' and platform_system != 'Darwin' and platform_system != 'Windows' and sys_platform == 'darwin'", + "python_full_version == '3.12.*' and platform_system == 'Windows' and sys_platform == 'darwin'", + "python_full_version >= '3.13' and platform_system == 'Windows' and sys_platform == 'darwin'", + "python_full_version == '3.12.*' and platform_system == 'Darwin' and sys_platform == 'darwin'", + "python_full_version >= '3.13' and platform_system == 'Darwin' and sys_platform == 'darwin'", + "python_full_version < '3.11' and platform_system != 'Darwin' and platform_system != 'Windows' and sys_platform != 'darwin'", + "python_full_version < '3.11' and platform_system == 'Windows' and sys_platform != 'darwin'", + "python_full_version < '3.11' and platform_system == 'Darwin' and sys_platform != 'darwin'", + "python_full_version == '3.11.*' and platform_system != 'Darwin' and platform_system != 'Windows' and sys_platform != 'darwin'", + "python_full_version == '3.11.*' and platform_system == 'Windows' and sys_platform != 'darwin'", + "python_full_version == '3.11.*' and platform_system == 'Darwin' and sys_platform != 'darwin'", + "python_full_version == '3.12.*' and platform_system != 'Darwin' and platform_system != 'Windows' and sys_platform != 'darwin'", + "python_full_version >= '3.13' and platform_system != 'Darwin' and platform_system != 'Windows' and sys_platform != 'darwin'", + "python_full_version == '3.12.*' and platform_system == 'Windows' and sys_platform != 'darwin'", + "python_full_version >= '3.13' and platform_system == 'Windows' and sys_platform != 'darwin'", + "python_full_version == '3.12.*' and platform_system == 'Darwin' and sys_platform != 'darwin'", + "python_full_version >= '3.13' and platform_system == 'Darwin' and sys_platform != 'darwin'", ] [options] @@ -49,7 +59,7 @@ name = "aiodns" version = "3.2.0" source = { registry = "https://pypi.org/simple" } dependencies = [ - { name = "pycares", marker = "sys_platform != 'win32'" }, + { name = "pycares" }, ] sdist = { url = "https://files.pythonhosted.org/packages/e7/84/41a6a2765abc124563f5380e76b9b24118977729e25a84112f8dfb2b33dc/aiodns-3.2.0.tar.gz", hash = "sha256:62869b23409349c21b072883ec8998316b234c9a9e36675756e8e317e8768f72", size = 7823 } wheels = [ @@ -58,16 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